In [1]:
import time
start_time = time.time()
# Importing the libraries
import numpy as np
import pandas as pd
import datetime
import seaborn as sns
import matplotlib.pyplot as plt
pd.set_option('display.max_columns', None)
pd.set_option('display.max_rows', None)
Pull in the dataset¶
In [2]:
# Importing the dataset
df = pd.read_csv("/home/z/Python/CiscoAML/CICIDS/CICIDS-072020.csv", low_memory=False, header=0)
In [3]:
df.head()
Out[3]:
| Flow ID | Src IP | Src Port | Dst IP | Dst Port | Protocol | Timestamp | Flow Duration | Total Fwd Packet | Total Bwd packets | Total Length of Fwd Packet | Total Length of Bwd Packet | Fwd Packet Length Max | Fwd Packet Length Min | Fwd Packet Length Mean | Fwd Packet Length Std | Bwd Packet Length Max | Bwd Packet Length Min | Bwd Packet Length Mean | Bwd Packet Length Std | Flow Bytes/s | Flow Packets/s | Flow IAT Mean | Flow IAT Std | Flow IAT Max | Flow IAT Min | Fwd IAT Total | Fwd IAT Mean | Fwd IAT Std | Fwd IAT Max | Fwd IAT Min | Bwd IAT Total | Bwd IAT Mean | Bwd IAT Std | Bwd IAT Max | Bwd IAT Min | Fwd PSH Flags | Bwd PSH Flags | Fwd URG Flags | Bwd URG Flags | Fwd Header Length | Bwd Header Length | Fwd Packets/s | Bwd Packets/s | Packet Length Min | Packet Length Max | Packet Length Mean | Packet Length Std | Packet Length Variance | FIN Flag Count | SYN Flag Count | RST Flag Count | PSH Flag Count | ACK Flag Count | URG Flag Count | CWE Flag Count | ECE Flag Count | Down/Up Ratio | Average Packet Size | Fwd Segment Size Avg | Bwd Segment Size Avg | Fwd Bytes/Bulk Avg | Fwd Packet/Bulk Avg | Fwd Bulk Rate Avg | Bwd Bytes/Bulk Avg | Bwd Packet/Bulk Avg | Bwd Bulk Rate Avg | Subflow Fwd Packets | Subflow Fwd Bytes | Subflow Bwd Packets | Subflow Bwd Bytes | FWD Init Win Bytes | Bwd Init Win Bytes | Fwd Act Data Pkts | Fwd Seg Size Min | Active Mean | Active Std | Active Max | Active Min | Idle Mean | Idle Std | Idle Max | Idle Min | Label | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 192.168.10.12-192.168.10.50-35396-22-6 | 192.168.10.12 | 35396 | 192.168.10.50 | 22 | 6 | 7/7/17 1:00 | 1266342 | 41 | 44 | 2664 | 6954 | 456 | 0 | 64.97560976 | 109.864573 | 976 | 0 | 158.0454545 | 312.6752498 | 7595.10464 | 67.12246771 | 15075.5 | 104051.3997 | 948537 | 0 | 1266342 | 31658.55 | 159355.2595 | 996324 | 2 | 317671 | 7387.697674 | 19636.44809 | 104616 | 1 | 0 | 0 | 0 | 0 | 1328 | 1424 | 32.37671972 | 34.74574799 | 0 | 976 | 111.8372093 | 239.6868477 | 57449.78495 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 113.1529412 | 64.97560976 | 158.0454545 | 0 | 0 | 0 | 0 | 0 | 0 | 41 | 2664 | 44 | 6954 | 29200 | 243 | 24 | 32 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | BENIGN |
| 1 | 192.168.10.16-192.168.10.50-60058-22-6 | 192.168.10.16 | 60058 | 192.168.10.50 | 22 | 6 | 7/7/17 1:00 | 1319353 | 41 | 44 | 2664 | 6954 | 456 | 0 | 64.97560976 | 109.864573 | 976 | 0 | 158.0454545 | 312.6752498 | 7289.93681 | 64.42551766 | 15706.58333 | 104861.8701 | 955790 | 1 | 1319353 | 32983.825 | 159247.9008 | 996423 | 1 | 363429 | 8451.837209 | 21337.26261 | 104815 | 1 | 0 | 0 | 0 | 0 | 1328 | 1424 | 31.07583793 | 33.34967973 | 0 | 976 | 111.8372093 | 239.6868477 | 57449.78495 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 113.1529412 | 64.97560976 | 158.0454545 | 0 | 0 | 0 | 0 | 0 | 0 | 41 | 2664 | 44 | 6954 | 29200 | 243 | 24 | 32 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | BENIGN |
| 2 | 192.168.10.12-192.168.10.50-35396-22-6 | 192.168.10.12 | 35396 | 192.168.10.50 | 22 | 6 | 7/7/17 1:00 | 160 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 12500 | 160 | 0 | 160 | 160 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 32 | 32 | 6250 | 6250 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 290 | 243 | 0 | 32 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | BENIGN |
| 3 | 192.168.10.12-192.168.10.50-35398-22-6 | 192.168.10.12 | 35398 | 192.168.10.50 | 22 | 6 | 7/7/17 1:00 | 1303488 | 41 | 42 | 2728 | 6634 | 456 | 0 | 66.53658537 | 110.1299454 | 976 | 0 | 157.952381 | 319.1214275 | 7182.267884 | 63.6753081 | 15896.19512 | 106554.899 | 956551 | 0 | 1303488 | 32587.2 | 160397.0499 | 997357 | 1 | 346851 | 8459.780488 | 23962.23892 | 138295 | 0 | 0 | 0 | 0 | 0 | 1328 | 1360 | 31.45406785 | 32.22124024 | 0 | 976 | 111.452381 | 241.6427915 | 58391.23867 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 112.7951807 | 66.53658537 | 157.952381 | 0 | 0 | 0 | 0 | 0 | 0 | 41 | 2728 | 42 | 6634 | 29200 | 243 | 24 | 32 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | BENIGN |
| 4 | 192.168.10.12-192.168.10.50-35396-22-6 | 192.168.10.50 | 22 | 192.168.10.12 | 35396 | 6 | 7/7/17 1:00 | 77 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 38961.03896 | 38.5 | 14.8492424 | 49 | 28 | 0 | 0 | 0 | 0 | 0 | 49 | 49 | 0 | 49 | 49 | 0 | 0 | 0 | 0 | 32 | 64 | 12987.01299 | 25974.02597 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 2 | 0 | 243 | 290 | 0 | 32 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | BENIGN |
In [4]:
# Print NaNs
df1 = df[df.isna().any(axis=1)]
print(df1)
Flow ID Src IP Src Port \
12824 192.168.10.25-192.168.10.50-52509-13370-6 192.168.10.25 52509
12827 192.168.10.25-192.168.10.50-52508-21-6 192.168.10.50 21
14192 192.168.10.12-192.168.10.50-46058-21-6 192.168.10.50 21
40707 192.168.10.25-192.168.10.50-52814-57119-6 192.168.10.25 52814
52456 192.168.10.17-192.168.10.50-57771-16506-6 192.168.10.17 57771
56603 192.168.10.25-192.168.10.50-52995-61529-6 192.168.10.50 61529
76549 192.168.10.19-192.168.10.50-48337-21-6 192.168.10.50 21
76773 192.168.10.12-52.84.145.117-38790-443-6 52.84.145.117 443
225846 162.247.242.20-192.168.10.17-443-36648-6 162.247.242.20 443
237968 172.217.12.166-192.168.10.16-443-51204-6 172.217.12.166 443
238016 192.168.10.19-192.168.10.50-48894-21-6 192.168.10.50 21
239586 192.168.10.12-192.168.10.50-49066-21-6 192.168.10.50 21
253214 192.168.10.12-74.119.118.82-37398-443-6 74.119.118.82 443
259076 172.217.10.2-192.168.10.12-443-49858-6 172.217.10.2 443
259682 172.217.10.2-192.168.10.19-443-55111-6 192.168.10.19 55111
292491 172.217.10.2-192.168.10.17-443-32780-6 172.217.10.2 443
295320 172.217.10.234-192.168.10.51-443-51384-6 192.168.10.51 51384
309522 172.217.9.234-192.168.10.17-443-59708-6 192.168.10.17 59708
317024 192.168.10.16-195.178.101.209-34580-443-6 195.178.101.209 443
330632 192.168.10.19-23.50.75.27-57595-80-6 192.168.10.19 57595
340390 192.168.10.3-192.168.10.50-389-48528-6 192.168.10.50 48528
351703 172.217.6.142-192.168.10.16-443-58868-6 172.217.6.142 443
351960 192.168.10.12-72.21.91.29-59396-80-6 192.168.10.12 59396
381594 172.217.12.163-192.168.10.12-443-58286-6 172.217.12.163 443
388752 192.168.10.12-23.50.75.27-60554-80-6 192.168.10.12 60554
391642 192.168.10.25-192.168.10.50-50170-56471-6 192.168.10.25 50170
397833 192.168.10.19-72.21.91.12-46476-80-6 192.168.10.19 46476
400275 188.42.149.180-192.168.10.17-443-46791-6 188.42.149.180 443
411233 192.168.10.12-192.168.10.50-60562-23083-6 192.168.10.12 60562
413228 192.168.10.19-192.168.10.50-46808-21-6 192.168.10.50 21
423744 192.168.10.19-192.168.10.50-47072-21-6 192.168.10.50 21
424662 192.168.10.16-213.239.195.215-41192-443-6 213.239.195.215 443
432141 192.168.10.25-192.168.10.50-50906-47005-6 192.168.10.50 47005
449922 172.217.10.33-192.168.10.19-443-32856-6 192.168.10.19 32856
454811 172.217.11.14-192.168.10.16-443-58656-6 172.217.11.14 443
467666 192.168.10.25-192.168.10.50-49321-9477-6 192.168.10.25 49321
477735 192.168.10.16-192.243.250.65-34588-443-6 192.243.250.65 443
480623 172.217.6.206-192.168.10.17-443-45641-6 192.168.10.17 45641
483208 192.168.10.19-50.63.243.230-46474-80-6 192.168.10.19 46474
491375 192.168.10.25-192.168.10.50-49947-13146-6 192.168.10.25 49947
492936 133.237.48.235-192.168.10.17-443-57172-6 133.237.48.235 443
493717 133.237.48.235-192.168.10.17-443-57206-6 133.237.48.235 443
496563 192.168.10.12-52.84.143.243-51574-443-6 52.84.143.243 443
506646 192.168.10.16-93.184.216.180-38752-80-6 93.184.216.180 80
514627 192.168.10.12-23.52.155.27-60578-80-6 23.52.155.27 80
520541 192.168.10.16-74.117.206.68-58310-443-6 74.117.206.68 443
527650 133.237.48.235-192.168.10.16-443-47482-6 133.237.48.235 443
544591 172.217.10.99-192.168.10.25-80-50956-6 192.168.10.25 50956
564174 192.168.10.25-192.168.10.50-51088-21-6 192.168.10.50 21
577116 192.168.10.25-192.168.10.50-51137-22987-6 192.168.10.25 51137
579774 192.168.10.16-207.178.0.72-56682-443-6 207.178.0.72 443
583115 192.168.10.25-107.178.255.114-51395-443-6 107.178.255.114 443
583236 192.168.10.25-107.178.245.205-51430-443-6 107.178.245.205 443
586992 192.168.10.17-200.42.136.212-37055-443-6 200.42.136.212 443
588220 192.168.10.12-52.90.248.81-48160-80-6 52.90.248.81 80
588675 192.168.10.25-192.168.10.50-51465-21-6 192.168.10.50 21
588816 192.168.10.16-54.149.95.48-59170-443-6 192.168.10.16 59170
592109 192.168.10.25-192.168.10.50-51638-5943-6 192.168.10.25 51638
615709 192.168.10.25-192.168.10.50-51916-31842-6 192.168.10.25 51916
621691 192.168.10.12-23.60.139.27-54600-80-6 192.168.10.12 54600
628611 192.168.10.25-192.168.10.50-52188-41029-6 192.168.10.25 52188
637234 192.168.10.3-192.168.10.50-389-42344-6 192.168.10.3 389
646039 192.168.10.12-192.168.10.50-45594-21-6 192.168.10.50 21
647957 192.168.10.3-192.168.10.17-88-55824-6 192.168.10.3 88
647994 192.168.10.3-192.168.10.9-49671-1029-6 192.168.10.3 49671
648003 192.168.10.3-192.168.10.14-49671-49422-6 192.168.10.3 49671
648063 192.168.10.3-192.168.10.5-88-49169-6 192.168.10.3 88
649296 192.168.10.9-54.225.133.240-1582-443-6 192.168.10.9 1582
650145 192.168.10.3-192.168.10.5-49671-49198-6 192.168.10.3 49671
650337 192.168.10.3-192.168.10.5-49666-49196-6 192.168.10.3 49666
651249 192.168.10.14-192.243.250.36-50016-443-6 192.243.250.36 443
651439 192.168.10.16-208.111.171.216-54612-443-6 192.168.10.16 54612
653257 192.168.10.5-52.69.143.104-49418-443-6 192.168.10.5 49418
662090 192.168.10.15-54.192.37.15-49643-80-6 192.168.10.15 49643
662309 192.168.10.16-74.119.118.74-51868-80-6 74.119.118.74 80
668666 151.101.1.108-192.168.10.14-80-50434-6 192.168.10.14 50434
670391 172.217.12.195-192.168.10.14-443-50315-6 172.217.12.195 443
678340 192.168.10.14-34.211.94.203-50585-443-6 192.168.10.14 50585
678445 192.168.10.5-35.165.181.13-50071-443-6 192.168.10.5 50071
679313 192.168.10.5-54.192.36.106-50102-80-6 192.168.10.5 50102
679570 172.217.3.98-192.168.10.9-443-2588-6 172.217.3.98 443
679939 192.168.10.15-107.23.206.115-51610-443-6 192.168.10.15 51610
681009 192.168.10.5-74.119.118.72-50220-80-6 74.119.118.72 80
685788 172.217.3.98-192.168.10.5-80-50316-6 192.168.10.5 50316
687794 192.168.10.14-23.208.92.92-50632-80-6 192.168.10.14 50632
688499 192.168.10.25-104.24.29.35-49994-443-6 192.168.10.25 49994
689428 192.168.10.8-216.200.232.221-51035-443-6 192.168.10.8 51035
689893 192.168.10.5-8.43.72.112-51742-80-6 192.168.10.5 51742
690552 184.72.55.119-192.168.10.8-443-51009-6 192.168.10.8 51009
693439 192.168.10.15-205.234.175.175-51970-443-6 205.234.175.175 443
694541 192.168.10.9-52.84.145.246-2825-443-6 52.84.145.246 443
694804 192.168.10.5-216.58.219.234-51683-443-6 216.58.219.234 443
695695 192.168.10.3-192.168.10.8-445-51118-6 192.168.10.3 445
704551 192.168.10.15-209.85.201.155-52238-443-6 209.85.201.155 443
704769 173.231.178.115-192.168.10.14-443-51471-6 192.168.10.14 51471
705468 192.168.10.16-199.38.165.156-60230-443-6 199.38.165.156 443
712305 192.168.10.14-192.168.10.50-52057-22-6 192.168.10.14 52057
713713 192.168.10.5-50.31.164.175-53683-443-6 50.31.164.175 443
718719 192.168.10.16-74.125.29.156-55608-443-6 74.125.29.156 443
722956 192.168.10.15-66.135.211.132-52977-443-6 66.135.211.132 443
725186 191.237.32.134-192.168.10.25-80-50755-6 192.168.10.25 50755
727825 192.168.10.3-192.168.10.15-135-53287-6 192.168.10.3 135
728018 152.163.66.131-192.168.10.5-443-54086-6 152.163.66.131 443
731161 192.168.10.3-192.168.10.8-135-51156-6 192.168.10.3 135
732485 192.168.10.14-216.58.219.230-53099-443-6 216.58.219.230 443
734079 192.168.10.9-69.169.85.7-3894-443-6 69.169.85.7 443
734395 152.163.50.2-192.168.10.17-443-38597-6 152.163.50.2 443
735584 192.168.10.8-35.186.184.153-51394-80-6 192.168.10.8 51394
739758 192.168.10.5-23.194.141.143-54864-80-6 192.168.10.5 54864
740221 192.168.10.25-192.168.10.50-51558-8698-6 192.168.10.25 51558
741367 192.168.10.12-216.58.219.227-58140-443-6 216.58.219.227 443
744314 192.168.10.25-52.84.145.252-52514-443-6 192.168.10.25 52514
744387 192.168.10.14-104.16.25.35-53525-443-6 192.168.10.14 53525
751264 172.217.9.238-192.168.10.12-443-36694-6 172.217.9.238 443
753547 192.168.10.17-74.119.118.100-40705-443-6 74.119.118.100 443
757444 172.217.6.238-192.168.10.14-443-53715-6 172.217.6.238 443
760030 172.217.7.2-192.168.10.16-443-55448-6 172.217.7.2 443
762001 184.28.197.240-192.168.10.15-80-54030-6 192.168.10.15 54030
764829 192.168.10.19-192.168.10.50-58078-21-6 192.168.10.50 21
765480 192.168.10.25-192.168.10.50-53371-57718-6 192.168.10.25 53371
772050 172.217.11.33-192.168.10.15-80-54742-6 172.217.11.33 80
772343 192.168.10.5-192.168.10.50-56803-22-6 192.168.10.5 56803
772344 192.168.10.15-192.168.10.50-54747-22-6 192.168.10.15 54747
773726 192.168.10.5-192.168.10.50-56851-21-6 192.168.10.50 21
780180 192.168.10.3-192.168.10.8-445-53040-6 192.168.10.3 445
781171 192.168.10.25-52.84.145.135-55037-443-6 52.84.145.135 443
784586 192.168.10.9-68.67.178.252-5862-443-6 68.67.178.252 443
791400 156.154.200.36-192.168.10.14-443-54496-6 156.154.200.36 443
791853 192.168.10.14-23.208.165.24-54462-80-6 192.168.10.14 54462
791872 192.168.10.25-54.192.37.39-56113-443-6 192.168.10.25 56113
795384 192.168.10.15-23.54.187.27-55504-80-6 192.168.10.15 55504
795797 192.168.10.19-192.168.10.50-58850-21-6 192.168.10.50 21
803236 172.217.6.193-192.168.10.9-80-6594-6 172.217.6.193 80
805265 192.168.10.25-192.168.10.50-56840-43639-6 192.168.10.25 56840
808935 172.217.11.8-192.168.10.14-443-54799-6 172.217.11.8 443
809018 160.92.49.14-192.168.10.25-80-57001-6 192.168.10.25 57001
809431 192.168.10.3-192.168.10.12-389-46348-6 192.168.10.3 389
815492 152.195.33.162-192.168.10.8-80-54037-6 192.168.10.8 54037
820993 192.168.10.25-192.168.10.50-58929-12001-6 192.168.10.25 58929
824382 192.168.10.25-192.168.10.50-59209-63962-6 192.168.10.25 59209
834088 172.217.10.14-192.168.10.5-443-58266-6 172.217.10.14 443
834429 172.217.6.194-192.168.10.8-443-55095-6 172.217.6.194 443
837476 192.168.10.25-23.34.74.210-59734-443-6 192.168.10.25 59734
837756 192.168.10.14-192.168.10.50-55712-21-6 192.168.10.14 55712
838830 192.168.10.14-72.21.91.29-55805-80-6 192.168.10.14 55805
840002 192.168.10.14-72.246.56.112-55978-80-6 192.168.10.14 55978
841716 192.168.10.14-38.65.9.32-56082-443-6 192.168.10.14 56082
841977 192.168.10.14-212.101.122.153-56046-80-6 192.168.10.14 56046
843735 192.168.10.8-23.206.162.83-55503-80-6 192.168.10.8 55503
847806 192.168.10.15-72.21.91.29-56726-80-6 192.168.10.15 56726
849299 192.168.10.14-104.97.114.112-56353-80-6 192.168.10.14 56353
850930 192.168.10.16-192.168.10.50-37680-21-6 192.168.10.50 21
858759 192.168.10.25-192.168.10.50-61819-43700-6 192.168.10.25 61819
860763 192.168.10.15-23.66.190.240-57001-80-6 192.168.10.15 57001
861220 192.168.10.17-23.15.155.27-45701-80-6 192.168.10.17 45701
867704 178.255.83.1-192.168.10.5-80-59376-6 192.168.10.5 59376
869775 185.165.123.54-192.168.10.9-443-8024-6 185.165.123.54 443
869950 192.168.10.25-192.168.10.50-63141-55707-6 192.168.10.25 63141
870078 136.243.131.32-192.168.10.14-443-56741-6 136.243.131.32 443
870720 192.168.10.8-54.192.37.157-56010-443-6 192.168.10.8 56010
871839 192.168.10.25-192.168.10.50-63169-44183-6 192.168.10.25 63169
871843 192.168.10.25-192.168.10.50-63168-21-6 192.168.10.50 21
883298 192.168.10.15-198.51.152.178-58159-443-6 192.168.10.15 58159
884869 192.168.10.9-192.168.10.50-8744-22-6 192.168.10.9 8744
885820 192.168.10.16-192.168.10.50-39422-21-6 192.168.10.50 21
891777 172.217.6.230-192.168.10.8-443-56450-6 172.217.6.230 443
896071 142.4.219.35-192.168.10.9-443-9784-6 192.168.10.9 9784
896603 192.168.10.9-72.21.91.29-9993-80-6 192.168.10.9 9993
897460 173.241.254.199-192.168.10.9-443-10104-6 173.241.254.199 443
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2105080 172.217.7.10-192.168.10.12-443-57960-6 172.217.7.10 443
2117819 172.217.12.130-192.168.10.25-443-50205-6 192.168.10.25 50205
2118347 172.217.7.2-192.168.10.25-443-50419-6 192.168.10.25 50419
2123359 172.217.3.110-192.168.10.16-443-50772-6 172.217.3.110 443
2124424 172.217.9.238-192.168.10.12-443-54268-6 172.217.9.238 443
2134711 172.217.9.225-192.168.10.25-443-51540-6 172.217.9.225 443
2142927 192.168.10.3-192.168.10.19-88-41204-6 192.168.10.3 88
2145249 192.168.10.25-192.243.250.84-52042-80-6 192.243.250.84 80
2149951 172.217.9.230-192.168.10.12-443-56816-6 172.217.9.230 443
2152501 192.168.10.51-198.54.12.139-54381-80-6 198.54.12.139 80
2159090 192.168.10.25-205.234.175.175-53889-443-6 205.234.175.175 443
2176176 192.168.10.16-192.168.10.50-46234-21-6 192.168.10.50 21
2189632 192.168.10.19-72.167.239.239-58888-80-6 192.168.10.19 58888
2215003 192.168.10.51-38.69.238.8-50290-80-6 192.168.10.51 50290
2234162 192.168.10.25-216.58.219.194-51044-443-6 192.168.10.25 51044
2245690 192.168.10.25-50.116.194.21-62581-443-6 192.168.10.25 62581
2247029 192.168.10.25-93.184.216.180-53823-80-6 192.168.10.25 53823
2248058 192.168.10.25-35.186.227.40-54203-443-6 192.168.10.25 54203
2255015 192.168.10.25-35.186.227.40-55691-443-6 192.168.10.25 55691
2257579 192.168.10.25-52.84.137.78-55142-443-6 192.168.10.25 55142
2268924 172.217.10.98-192.168.10.25-443-59652-6 192.168.10.25 59652
2269769 192.168.10.25-35.186.227.40-59881-443-6 192.168.10.25 59881
2273325 192.168.10.25-192.168.10.50-60690-12803-6 192.168.10.25 60690
2278456 192.168.10.25-192.168.10.50-61757-63911-6 192.168.10.25 61757
2287980 172.217.12.193-192.168.10.12-443-52968-6 172.217.12.193 443
2301997 172.217.10.129-192.168.10.51-443-32786-6 172.217.10.129 443
2303025 172.217.9.226-192.168.10.17-443-51762-6 172.217.9.226 443
2315475 192.168.10.19-72.21.91.125-43715-80-6 192.168.10.19 43715
2346429 192.168.10.19-192.168.10.50-59319-21-6 192.168.10.19 59319
2347955 192.168.10.12-52.84.145.76-34490-443-6 52.84.145.76 443
2357478 192.168.10.51-54.192.37.10-52569-443-6 54.192.37.10 443
2383770 192.168.10.51-52.84.142.108-38708-443-6 52.84.142.108 443
2387858 192.168.10.16-68.67.178.176-59702-443-6 68.67.178.176 443
2395527 172.217.12.194-192.168.10.25-443-64017-6 192.168.10.25 64017
2400069 192.168.10.25-192.168.10.50-64586-41617-6 192.168.10.25 64586
2410683 192.168.10.25-192.168.10.50-64718-57197-6 192.168.10.50 57197
2415666 192.168.10.25-54.192.37.25-54089-443-6 54.192.37.25 443
2418367 172.217.10.2-192.168.10.25-443-61068-6 192.168.10.25 61068
2431627 146.20.133.203-192.168.10.25-443-57250-6 192.168.10.25 57250
2438535 178.250.2.78-192.168.10.51-443-54960-6 178.250.2.78 443
2448540 192.168.10.19-72.21.91.125-43716-80-6 72.21.91.125 80
2454149 192.168.10.25-35.186.253.0-58144-443-6 192.168.10.25 58144
2485204 172.217.6.226-192.168.10.25-443-60557-6 172.217.6.226 443
2485646 172.217.12.198-192.168.10.25-443-50381-6 172.217.12.198 443
2486017 192.168.10.25-35.186.227.40-56716-443-6 192.168.10.25 56716
2490550 192.168.10.25-52.84.145.198-60279-443-6 192.168.10.25 60279
2491241 192.168.10.25-35.186.227.40-56321-443-6 192.168.10.25 56321
2497052 192.168.10.25-52.84.145.201-49685-443-6 192.168.10.25 49685
2499645 172.217.9.225-192.168.10.25-443-51540-6 172.217.9.225 443
2502131 172.217.10.230-192.168.10.16-443-51206-6 172.217.10.230 443
2512103 192.168.10.25-52.84.145.83-52764-443-6 192.168.10.25 52764
2516238 172.217.10.78-192.168.10.51-80-34527-6 172.217.10.78 80
2523335 192.168.10.17-27.0.237.143-47038-80-6 27.0.237.143 80
2526111 192.168.10.12-192.168.10.50-52220-48579-6 192.168.10.12 52220
2547663 192.168.10.16-74.117.200.68-60890-443-6 74.117.200.68 443
2551590 192.168.10.25-35.186.227.40-56602-443-6 192.168.10.25 56602
2553480 192.168.10.25-52.84.145.25-56969-443-6 192.168.10.25 56969
2593868 192.168.10.17-192.28.144.141-42807-443-6 192.28.144.141 443
2599105 192.168.10.17-27.0.237.143-47037-80-6 27.0.237.143 80
2611795 192.168.10.16-198.54.12.145-36812-80-6 198.54.12.145 80
2619738 192.168.10.25-192.168.10.50-53581-37575-6 192.168.10.50 37575
2620046 192.168.10.17-1.1.70.73-48283-80-6 192.168.10.17 48283
2814727 192.168.10.17-192.168.10.50-39026-18467-6 192.168.10.17 39026
Dst IP Dst Port Protocol Timestamp Flow Duration \
12824 192.168.10.50 13370 6 7/7/17 1:30 0
12827 192.168.10.25 52508 6 7/7/17 1:30 0
14192 192.168.10.12 46058 6 7/7/17 1:33 0
40707 192.168.10.50 57119 6 7/7/17 1:57 0
52456 192.168.10.50 16506 6 7/7/17 2:11 0
56603 192.168.10.25 52995 6 7/7/17 2:15 0
76549 192.168.10.19 48337 6 7/7/17 2:38 0
76773 192.168.10.12 38790 6 7/7/17 2:39 0
225846 192.168.10.17 36648 6 7/7/17 2:55 0
237968 192.168.10.16 51204 6 7/7/17 3:05 0
238016 192.168.10.19 48894 6 7/7/17 3:05 0
239586 192.168.10.12 49066 6 7/7/17 3:06 0
253214 192.168.10.12 37398 6 7/7/17 3:10 0
259076 192.168.10.12 49858 6 7/7/17 3:13 0
259682 172.217.10.2 443 6 7/7/17 3:14 0
292491 192.168.10.17 32780 6 6/7/17 9:10 0
295320 172.217.10.234 443 6 6/7/17 9:12 0
309522 172.217.9.234 443 6 6/7/17 9:25 0
317024 192.168.10.16 34580 6 6/7/17 9:33 0
330632 23.50.75.27 80 6 6/7/17 9:43 0
340390 192.168.10.3 389 6 6/7/17 9:53 0
351703 192.168.10.16 58868 6 6/7/17 10:04 0
351960 72.21.91.29 80 6 6/7/17 10:05 0
381594 192.168.10.12 58286 6 6/7/17 10:44 0
388752 23.50.75.27 80 6 6/7/17 10:53 0
391642 192.168.10.50 56471 6 6/7/17 10:54 0
397833 72.21.91.12 80 6 6/7/17 11:05 0
400275 192.168.10.17 46791 6 6/7/17 11:07 0
411233 192.168.10.50 23083 6 6/7/17 11:34 0
413228 192.168.10.19 46808 6 6/7/17 11:36 0
423744 192.168.10.19 47072 6 6/7/17 11:47 0
424662 192.168.10.16 41192 6 6/7/17 11:49 0
432141 192.168.10.25 50906 6 6/7/17 11:55 0
449922 172.217.10.33 443 6 6/7/17 12:26 0
454811 192.168.10.16 58656 6 6/7/17 12:55 0
467666 192.168.10.50 9477 6 7/7/17 9:17 0
477735 192.168.10.16 34588 6 7/7/17 9:31 0
480623 172.217.6.206 443 6 7/7/17 9:33 0
483208 50.63.243.230 80 6 7/7/17 9:37 0
491375 192.168.10.50 13146 6 7/7/17 9:44 0
492936 192.168.10.17 57172 6 7/7/17 9:46 0
493717 192.168.10.17 57206 6 7/7/17 9:46 0
496563 192.168.10.12 51574 6 7/7/17 9:49 0
506646 192.168.10.16 38752 6 7/7/17 9:59 0
514627 192.168.10.12 60578 6 7/7/17 10:04 0
520541 192.168.10.16 58310 6 7/7/17 10:08 0
527650 192.168.10.16 47482 6 7/7/17 10:15 0
544591 172.217.10.99 80 6 7/7/17 10:26 0
564174 192.168.10.25 51088 6 7/7/17 10:38 0
577116 192.168.10.50 22987 6 7/7/17 10:56 0
579774 192.168.10.16 56682 6 7/7/17 11:01 0
583115 192.168.10.25 51395 6 7/7/17 11:05 0
583236 192.168.10.25 51430 6 7/7/17 11:05 0
586992 192.168.10.17 37055 6 7/7/17 11:08 0
588220 192.168.10.12 48160 6 7/7/17 11:10 0
588675 192.168.10.25 51465 6 7/7/17 11:11 0
588816 54.149.95.48 443 6 7/7/17 11:11 0
592109 192.168.10.50 5943 6 7/7/17 11:16 0
615709 192.168.10.50 31842 6 7/7/17 11:38 0
621691 23.60.139.27 80 6 7/7/17 11:45 0
628611 192.168.10.50 41029 6 7/7/17 11:54 0
637234 192.168.10.50 42344 6 7/7/17 12:10 0
646039 192.168.10.12 45594 6 7/7/17 12:42 0
647957 192.168.10.17 55824 6 4/7/17 8:57 0
647994 192.168.10.9 1029 6 4/7/17 8:57 0
648003 192.168.10.14 49422 6 4/7/17 8:57 0
648063 192.168.10.5 49169 6 4/7/17 8:58 0
649296 54.225.133.240 443 6 4/7/17 9:02 0
650145 192.168.10.5 49198 6 4/7/17 9:06 0
650337 192.168.10.5 49196 6 4/7/17 9:07 0
651249 192.168.10.14 50016 6 4/7/17 9:10 0
651439 208.111.171.216 443 6 4/7/17 9:10 0
653257 52.69.143.104 443 6 4/7/17 9:12 0
662090 54.192.37.15 80 6 4/7/17 9:22 0
662309 192.168.10.16 51868 6 4/7/17 9:22 0
668666 151.101.1.108 80 6 4/7/17 9:30 0
670391 192.168.10.14 50315 6 4/7/17 9:33 0
678340 34.211.94.203 443 6 4/7/17 9:40 0
678445 35.165.181.13 443 6 4/7/17 9:40 0
679313 54.192.36.106 80 6 4/7/17 9:42 0
679570 192.168.10.9 2588 6 4/7/17 9:42 0
679939 107.23.206.115 443 6 4/7/17 9:42 0
681009 192.168.10.5 50220 6 4/7/17 9:43 0
685788 172.217.3.98 80 6 4/7/17 9:48 0
687794 23.208.92.92 80 6 4/7/17 9:50 0
688499 104.24.29.35 443 6 4/7/17 9:51 0
689428 216.200.232.221 443 6 4/7/17 9:51 0
689893 8.43.72.112 80 6 4/7/17 9:52 0
690552 184.72.55.119 443 6 4/7/17 9:52 0
693439 192.168.10.15 51970 6 4/7/17 9:55 0
694541 192.168.10.9 2825 6 4/7/17 9:56 0
694804 192.168.10.5 51683 6 4/7/17 9:56 0
695695 192.168.10.8 51118 6 4/7/17 9:57 0
704551 192.168.10.15 52238 6 4/7/17 10:07 0
704769 173.231.178.115 443 6 4/7/17 10:07 0
705468 192.168.10.16 60230 6 4/7/17 10:08 0
712305 192.168.10.50 22 6 4/7/17 10:17 0
713713 192.168.10.5 53683 6 4/7/17 10:19 0
718719 192.168.10.16 55608 6 4/7/17 10:30 0
722956 192.168.10.15 52977 6 4/7/17 10:38 0
725186 191.237.32.134 80 6 4/7/17 10:43 0
727825 192.168.10.15 53287 6 4/7/17 10:48 0
728018 192.168.10.5 54086 6 4/7/17 10:48 0
731161 192.168.10.8 51156 6 4/7/17 10:54 0
732485 192.168.10.14 53099 6 4/7/17 10:56 0
734079 192.168.10.9 3894 6 4/7/17 10:59 0
734395 192.168.10.17 38597 6 4/7/17 10:59 0
735584 35.186.184.153 80 6 4/7/17 11:01 0
739758 23.194.141.143 80 6 4/7/17 11:06 0
740221 192.168.10.50 8698 6 4/7/17 11:06 0
741367 192.168.10.12 58140 6 4/7/17 11:07 0
744314 52.84.145.252 443 6 4/7/17 11:11 0
744387 104.16.25.35 443 6 4/7/17 11:11 0
751264 192.168.10.12 36694 6 4/7/17 11:26 0
753547 192.168.10.17 40705 6 4/7/17 11:29 0
757444 192.168.10.14 53715 6 4/7/17 11:35 0
760030 192.168.10.16 55448 6 4/7/17 11:41 0
762001 184.28.197.240 80 6 4/7/17 11:46 0
764829 192.168.10.19 58078 6 4/7/17 11:51 0
765480 192.168.10.50 57718 6 4/7/17 11:51 0
772050 192.168.10.15 54742 6 4/7/17 12:04 0
772343 192.168.10.50 22 6 4/7/17 12:06 0
772344 192.168.10.50 22 6 4/7/17 12:06 0
773726 192.168.10.5 56851 6 4/7/17 12:17 0
780180 192.168.10.8 53040 6 4/7/17 12:57 0
781171 192.168.10.25 55037 6 4/7/17 1:03 0
784586 192.168.10.9 5862 6 4/7/17 1:12 0
791400 192.168.10.14 54496 6 4/7/17 1:30 0
791853 23.208.165.24 80 6 4/7/17 1:31 0
791872 54.192.37.39 443 6 4/7/17 1:32 0
795384 23.54.187.27 80 6 4/7/17 1:40 0
795797 192.168.10.19 58850 6 4/7/17 1:41 0
803236 192.168.10.9 6594 6 4/7/17 1:57 0
805265 192.168.10.50 43639 6 4/7/17 2:01 0
808935 192.168.10.14 54799 6 4/7/17 2:07 0
809018 160.92.49.14 80 6 4/7/17 2:08 0
809431 192.168.10.12 46348 6 4/7/17 2:08 0
815492 152.195.33.162 80 6 4/7/17 2:16 0
820993 192.168.10.50 12001 6 4/7/17 2:22 0
824382 192.168.10.50 63962 6 4/7/17 2:25 0
834088 192.168.10.5 58266 6 4/7/17 2:35 0
834429 192.168.10.8 55095 6 4/7/17 2:36 0
837476 23.34.74.210 443 6 4/7/17 2:37 0
837756 192.168.10.50 21 6 4/7/17 2:40 0
838830 72.21.91.29 80 6 4/7/17 2:41 0
840002 72.246.56.112 80 6 4/7/17 2:43 0
841716 38.65.9.32 443 6 4/7/17 2:45 0
841977 212.101.122.153 80 6 4/7/17 2:45 0
843735 23.206.162.83 80 6 4/7/17 2:47 0
847806 72.21.91.29 80 6 4/7/17 2:54 0
849299 104.97.114.112 80 6 4/7/17 2:58 0
850930 192.168.10.16 37680 6 4/7/17 3:00 0
858759 192.168.10.50 43700 6 4/7/17 3:15 0
860763 23.66.190.240 80 6 4/7/17 3:18 0
861220 23.15.155.27 80 6 4/7/17 3:18 0
867704 178.255.83.1 80 6 4/7/17 3:24 0
869775 192.168.10.9 8024 6 4/7/17 3:28 0
869950 192.168.10.50 55707 6 4/7/17 3:28 0
870078 192.168.10.14 56741 6 4/7/17 3:28 0
870720 54.192.37.157 443 6 4/7/17 3:30 0
871839 192.168.10.50 44183 6 4/7/17 3:33 0
871843 192.168.10.25 63168 6 4/7/17 3:33 0
883298 198.51.152.178 443 6 4/7/17 4:02 0
884869 192.168.10.50 22 6 4/7/17 4:07 0
885820 192.168.10.16 39422 6 4/7/17 4:10 0
891777 192.168.10.8 56450 6 4/7/17 4:21 0
896071 142.4.219.35 443 6 4/7/17 4:25 0
896603 72.21.91.29 80 6 4/7/17 4:26 0
897460 192.168.10.9 10104 6 4/7/17 4:26 0
897899 54.174.85.160 443 6 4/7/17 4:26 0
899792 192.168.10.12 33378 6 4/7/17 4:27 0
899832 192.168.10.12 36738 6 4/7/17 4:27 0
902393 192.168.10.9 9109 6 4/7/17 4:28 0
912689 192.168.10.50 6581 6 4/7/17 4:40 0
914356 192.168.10.12 49852 6 4/7/17 4:42 0
918579 199.80.55.247 443 6 4/7/17 4:49 0
918622 192.168.10.50 40502 6 4/7/17 4:49 0
920456 172.217.7.3 443 6 4/7/17 4:52 0
921403 192.168.10.17 53705 6 4/7/17 4:53 0
921809 192.168.10.50 54298 6 4/7/17 4:54 0
924473 192.168.10.5 60173 6 4/7/17 4:58 0
927107 192.168.10.8 51015 6 4/7/17 9:51 0
927666 172.217.12.206 80 6 4/7/17 2:46 0
927743 104.88.66.118 443 6 4/7/17 1:25 0
929025 23.76.195.66 443 6 4/7/17 11:02 0
936691 192.225.158.3 443 6 4/7/17 3:32 0
937383 172.217.10.238 443 6 4/7/17 10:35 0
940949 172.16.0.1 53304 6 4/7/17 9:28 0
943648 199.59.150.10 443 6 4/7/17 11:45 0
945085 67.22.40.210 443 6 4/7/17 3:26 0
950002 172.16.0.1 57402 6 4/7/17 9:59 0
951986 34.200.171.129 443 6 4/7/17 9:19 0
954590 192.168.10.8 51372 6 4/7/17 11:03 0
956532 104.17.213.37 443 6 4/7/17 1:17 0
958822 52.84.145.252 443 6 4/7/17 12:52 0
958902 31.13.80.52 443 6 4/7/17 10:42 0
964718 173.223.152.83 443 6 4/7/17 11:07 0
964879 52.84.145.117 443 6 4/7/17 12:56 0
969462 52.202.238.206 443 6 4/7/17 11:01 0
973079 172.16.0.1 54168 6 4/7/17 9:35 0
976160 192.168.10.14 53686 6 4/7/17 11:34 0
977296 192.168.10.25 56989 6 4/7/17 2:08 0
978781 87.250.247.184 443 6 4/7/17 10:36 0
979327 185.49.132.129 443 6 4/7/17 3:27 0
984455 192.168.10.15 52076 6 4/7/17 9:55 0
985808 54.77.139.191 443 6 4/7/17 4:42 0
987660 192.168.10.14 50718 6 4/7/17 9:50 0
987712 192.168.10.50 56624 6 4/7/17 2:04 0
988293 192.168.10.50 48890 6 4/7/17 2:11 0
989837 54.192.37.10 443 6 4/7/17 11:53 0
992059 52.204.213.58 443 6 4/7/17 4:42 0
992858 192.168.10.9 8556 6 4/7/17 4:07 0
992992 23.208.30.80 443 6 4/7/17 2:46 0
994811 192.168.10.8 51970 6 4/7/17 11:41 0
995997 192.168.10.5 49893 6 4/7/17 9:36 0
997057 172.16.0.1 60022 6 4/7/17 10:19 0
997896 192.168.10.8 55238 6 4/7/17 2:41 0
998138 220.181.7.190 443 6 4/7/17 3:45 0
998479 87.250.247.184 443 6 4/7/17 10:36 0
1001638 104.88.66.118 443 6 4/7/17 1:25 0
1001699 192.168.10.14 54233 6 4/7/17 12:16 0
1004877 192.168.10.9 2303 6 4/7/17 9:24 0
1008766 54.243.161.222 443 6 4/7/17 4:49 0
1011823 192.168.10.25 54431 6 4/7/17 12:33 0
1011954 172.16.0.1 58784 6 4/7/17 10:10 0
1014041 204.11.109.65 80 6 4/7/17 2:33 0
1015724 192.168.10.50 34477 6 4/7/17 12:57 0
1016680 192.168.10.8 50722 6 4/7/17 9:33 0
1017764 209.48.71.169 443 6 4/7/17 10:50 0
1019100 151.101.65.108 443 6 4/7/17 10:36 0
1022338 23.23.158.50 443 6 4/7/17 11:29 0
1023701 172.16.0.1 52404 6 4/7/17 9:21 0
1023714 172.16.0.1 52640 6 4/7/17 9:23 0
1024229 192.168.10.50 17742 6 4/7/17 12:18 0
1024268 151.101.208.249 443 6 4/7/17 10:56 0
1027275 172.16.0.1 53814 6 4/7/17 9:32 0
1029044 108.161.188.192 443 6 4/7/17 4:28 0
1029630 151.101.210.109 443 6 4/7/17 4:31 0
1031364 23.65.238.154 443 6 4/7/17 3:31 0
1037377 157.240.2.25 443 6 4/7/17 10:10 0
1038117 172.16.0.1 59792 6 4/7/17 10:17 0
1041619 192.168.10.8 57009 6 4/7/17 4:40 0
1045501 172.16.0.1 53116 6 4/7/17 9:27 0
1052216 23.208.217.225 443 6 4/7/17 1:50 0
1053249 69.147.82.61 443 6 4/7/17 2:18 0
1054508 192.168.10.5 58065 6 4/7/17 2:27 0
1054673 192.168.10.9 1241 6 4/7/17 9:03 0
1055843 192.168.10.14 50954 6 4/7/17 9:56 0
1062084 192.168.10.5 49651 6 4/7/17 9:17 0
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2248058 35.186.227.40 443 6 3/7/17 12:25 0
2255015 35.186.227.40 443 6 3/7/17 12:36 0
2257579 52.84.137.78 443 6 3/7/17 12:35 0
2268924 172.217.10.98 443 6 3/7/17 1:01 0
2269769 35.186.227.40 443 6 3/7/17 1:02 0
2273325 192.168.10.50 12803 6 3/7/17 1:09 0
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2303025 192.168.10.17 51762 6 3/7/17 1:58 0
2315475 72.21.91.125 80 6 3/7/17 2:20 0
2346429 192.168.10.50 21 6 3/7/17 3:19 0
2347955 192.168.10.12 34490 6 3/7/17 3:21 0
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2383770 192.168.10.51 38708 6 3/7/17 4:27 0
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2438535 192.168.10.51 54960 6 3/7/17 11:59 0
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2551590 35.186.227.40 443 6 3/7/17 12:41 0
2553480 52.84.145.25 443 6 3/7/17 11:09 0
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2599105 192.168.10.17 47037 6 3/7/17 4:27 0
2611795 192.168.10.16 36812 6 7/7/17 3:35 0
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2620046 1.1.70.73 80 6 7/7/17 3:48 0
2814727 192.168.10.50 18467 6 7/7/17 4:34 0
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12827 0 0 0 0 0
14192 0 0 0 0 0
40707 0 0 0 0 0
52456 0 0 0 0 0
56603 0 0 0 0 0
76549 0 0 0 0 0
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309522 0 0 0 0 0
317024 0 0 0 0 0
330632 0 0 0 0 0
340390 0 0 0 0 0
351703 0 0 0 0 0
351960 0 0 0 0 0
381594 0 0 0 0 0
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391642 0 0 0 0 0
397833 0 0 0 0 0
400275 0 0 0 0 0
411233 0 0 0 0 0
413228 0 0 0 0 0
423744 0 0 0 0 0
424662 0 0 0 0 0
432141 0 0 0 0 0
449922 0 0 0 0 0
454811 0 0 0 0 0
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480623 0 0 0 0 0
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492936 0 0 0 0 0
493717 0 0 0 0 0
496563 0 0 0 0 0
506646 0 0 0 0 0
514627 0 0 0 0 0
520541 0 0 0 0 0
527650 0 0 0 0 0
544591 0 0 0 0 0
564174 0 0 0 0 0
577116 0 0 0 0 0
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583115 0 0 0 0 0
583236 0 0 0 0 0
586992 0 0 0 0 0
588220 0 0 0 0 0
588675 0 0 0 0 0
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592109 0 0 0 0 0
615709 0 0 0 0 0
621691 0 0 0 0 0
628611 0 0 0 0 0
637234 0 0 0 0 0
646039 0 0 0 0 0
647957 0 0 0 0 0
647994 0 0 0 0 0
648003 0 0 0 0 0
648063 0 0 0 0 0
649296 0 0 0 0 0
650145 0 0 0 0 0
650337 0 0 0 0 0
651249 0 0 0 0 0
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Fwd IAT Std Fwd IAT Max Fwd IAT Min Bwd IAT Total Bwd IAT Mean \
12824 0 0 0 0 0
12827 0 0 0 0 0
14192 0 0 0 0 0
40707 0 0 0 0 0
52456 0 0 0 0 0
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1406769 0 0 0 0 0
1406814 0 0 0 0 0
1406835 0 0 0 0 0
1406838 0 0 0 0 0
1406869 0 0 0 0 0
1407752 0 0 0 0 0
1407856 0 0 0 0 0
1407864 0 0 0 0 0
1407897 0 0 0 0 0
1407902 0 0 0 0 0
1407903 0 0 0 0 0
1407935 0 0 0 0 0
1407940 0 0 0 0 0
1407960 0 0 0 0 0
1407962 0 0 0 0 0
1407982 0 0 0 0 0
1407986 0 0 0 0 0
1409920 0 0 0 0 0
1410138 0 0 0 0 0
1410212 0 0 0 0 0
1410253 0 0 0 0 0
1412883 0 0 0 0 0
1412958 0 0 0 0 0
1412971 0 0 0 0 0
1413252 0 0 0 0 0
1413257 0 0 0 0 0
1413318 0 0 0 0 0
1413391 0 0 0 0 0
1413394 0 0 0 0 0
1414650 0 0 0 0 0
1414666 0 0 0 0 0
1414672 0 0 0 0 0
1414692 0 0 0 0 0
1414693 0 0 0 0 0
1414697 0 0 0 0 0
1414705 0 0 0 0 0
1416091 0 0 0 0 0
1416264 0 0 0 0 0
1416301 0 0 0 0 0
1416315 0 0 0 0 0
1417162 0 0 0 0 0
1417177 0 0 0 0 0
1417333 0 0 0 0 0
1417426 0 0 0 0 0
1417569 0 0 0 0 0
1417574 0 0 0 0 0
1417620 0 0 0 0 0
1418536 0 0 0 0 0
1418537 0 0 0 0 0
1419996 0 0 0 0 0
1420013 0 0 0 0 0
1420113 0 0 0 0 0
1420187 0 0 0 0 0
1420227 0 0 0 0 0
1420259 0 0 0 0 0
1420305 0 0 0 0 0
1429990 0 0 0 0 0
1434946 0 0 0 0 0
1443178 0 0 0 0 0
1446232 0 0 0 0 0
1446538 0 0 0 0 0
1448876 0 0 0 0 0
1458857 0 0 0 0 0
1460257 0 0 0 0 0
1462659 0 0 0 0 0
1468859 0 0 0 0 0
1469038 0 0 0 0 0
1477439 0 0 0 0 0
1478735 0 0 0 0 0
1481317 0 0 0 0 0
1486169 0 0 0 0 0
1492252 0 0 0 0 0
1497715 0 0 0 0 0
1516992 0 0 0 0 0
1526842 0 0 0 0 0
1533535 0 0 0 0 0
1533935 0 0 0 0 0
1535113 0 0 0 0 0
1548601 0 0 0 0 0
1552179 0 0 0 0 0
1564163 0 0 0 0 0
1576055 0 0 0 0 0
1578301 0 0 0 0 0
1580779 0 0 0 0 0
1592484 0 0 0 0 0
1619466 0 0 0 0 0
1624498 0 0 0 0 0
1639717 0 0 0 0 0
1655877 0 0 0 0 0
1672439 0 0 0 0 0
1695785 0 0 0 0 0
1723268 0 0 0 0 0
1747329 0 0 0 0 0
1764788 0 0 0 0 0
1780582 0 0 0 0 0
1805118 0 0 0 0 0
1841239 0 0 0 0 0
1861103 0 0 0 0 0
1877709 0 0 0 0 0
1879761 0 0 0 0 0
1885581 0 0 0 0 0
1890730 0 0 0 0 0
1891053 0 0 0 0 0
1891535 0 0 0 0 0
1894477 0 0 0 0 0
1902140 0 0 0 0 0
1904679 0 0 0 0 0
1910651 0 0 0 0 0
1981605 0 0 0 0 0
1984089 0 0 0 0 0
2006747 0 0 0 0 0
2023188 0 0 0 0 0
2032557 0 0 0 0 0
2079067 0 0 0 0 0
2093986 0 0 0 0 0
2096144 0 0 0 0 0
2096875 0 0 0 0 0
2100752 0 0 0 0 0
2105080 0 0 0 0 0
2117819 0 0 0 0 0
2118347 0 0 0 0 0
2123359 0 0 0 0 0
2124424 0 0 0 0 0
2134711 0 0 0 0 0
2142927 0 0 0 0 0
2145249 0 0 0 0 0
2149951 0 0 0 0 0
2152501 0 0 0 0 0
2159090 0 0 0 0 0
2176176 0 0 0 0 0
2189632 0 0 0 0 0
2215003 0 0 0 0 0
2234162 0 0 0 0 0
2245690 0 0 0 0 0
2247029 0 0 0 0 0
2248058 0 0 0 0 0
2255015 0 0 0 0 0
2257579 0 0 0 0 0
2268924 0 0 0 0 0
2269769 0 0 0 0 0
2273325 0 0 0 0 0
2278456 0 0 0 0 0
2287980 0 0 0 0 0
2301997 0 0 0 0 0
2303025 0 0 0 0 0
2315475 0 0 0 0 0
2346429 0 0 0 0 0
2347955 0 0 0 0 0
2357478 0 0 0 0 0
2383770 0 0 0 0 0
2387858 0 0 0 0 0
2395527 0 0 0 0 0
2400069 0 0 0 0 0
2410683 0 0 0 0 0
2415666 0 0 0 0 0
2418367 0 0 0 0 0
2431627 0 0 0 0 0
2438535 0 0 0 0 0
2448540 0 0 0 0 0
2454149 0 0 0 0 0
2485204 0 0 0 0 0
2485646 0 0 0 0 0
2486017 0 0 0 0 0
2490550 0 0 0 0 0
2491241 0 0 0 0 0
2497052 0 0 0 0 0
2499645 0 0 0 0 0
2502131 0 0 0 0 0
2512103 0 0 0 0 0
2516238 0 0 0 0 0
2523335 0 0 0 0 0
2526111 0 0 0 0 0
2547663 0 0 0 0 0
2551590 0 0 0 0 0
2553480 0 0 0 0 0
2593868 0 0 0 0 0
2599105 0 0 0 0 0
2611795 0 0 0 0 0
2619738 0 0 0 0 0
2620046 0 0 0 0 0
2814727 0 0 0 0 0
Bwd IAT Std Bwd IAT Max Bwd IAT Min Fwd PSH Flags Bwd PSH Flags \
12824 0 0 0 0 0
12827 0 0 0 0 0
14192 0 0 0 0 0
40707 0 0 0 0 0
52456 0 0 0 0 0
56603 0 0 0 0 0
76549 0 0 0 0 0
76773 0 0 0 0 0
225846 0 0 0 0 0
237968 0 0 0 0 0
238016 0 0 0 0 0
239586 0 0 0 0 0
253214 0 0 0 0 0
259076 0 0 0 0 0
259682 0 0 0 0 0
292491 0 0 0 0 0
295320 0 0 0 0 0
309522 0 0 0 0 0
317024 0 0 0 0 0
330632 0 0 0 0 0
340390 0 0 0 0 0
351703 0 0 0 0 0
351960 0 0 0 0 0
381594 0 0 0 0 0
388752 0 0 0 0 0
391642 0 0 0 0 0
397833 0 0 0 0 0
400275 0 0 0 0 0
411233 0 0 0 0 0
413228 0 0 0 0 0
423744 0 0 0 0 0
424662 0 0 0 0 0
432141 0 0 0 0 0
449922 0 0 0 0 0
454811 0 0 0 0 0
467666 0 0 0 0 0
477735 0 0 0 0 0
480623 0 0 0 0 0
483208 0 0 0 0 0
491375 0 0 0 0 0
492936 0 0 0 0 0
493717 0 0 0 0 0
496563 0 0 0 0 0
506646 0 0 0 0 0
514627 0 0 0 0 0
520541 0 0 0 0 0
527650 0 0 0 0 0
544591 0 0 0 0 0
564174 0 0 0 0 0
577116 0 0 0 0 0
579774 0 0 0 0 0
583115 0 0 0 0 0
583236 0 0 0 0 0
586992 0 0 0 0 0
588220 0 0 0 0 0
588675 0 0 0 0 0
588816 0 0 0 0 0
592109 0 0 0 0 0
615709 0 0 0 0 0
621691 0 0 0 0 0
628611 0 0 0 0 0
637234 0 0 0 0 0
646039 0 0 0 0 0
647957 0 0 0 0 0
647994 0 0 0 0 0
648003 0 0 0 0 0
648063 0 0 0 0 0
649296 0 0 0 0 0
650145 0 0 0 0 0
650337 0 0 0 0 0
651249 0 0 0 0 0
651439 0 0 0 0 0
653257 0 0 0 0 0
662090 0 0 0 0 0
662309 0 0 0 0 0
668666 0 0 0 0 0
670391 0 0 0 0 0
678340 0 0 0 0 0
678445 0 0 0 0 0
679313 0 0 0 0 0
679570 0 0 0 0 0
679939 0 0 0 0 0
681009 0 0 0 0 0
685788 0 0 0 0 0
687794 0 0 0 0 0
688499 0 0 0 0 0
689428 0 0 0 0 0
689893 0 0 0 0 0
690552 0 0 0 0 0
693439 0 0 0 0 0
694541 0 0 0 0 0
694804 0 0 0 0 0
695695 0 0 0 0 0
704551 0 0 0 0 0
704769 0 0 0 0 0
705468 0 0 0 0 0
712305 0 0 0 0 0
713713 0 0 0 0 0
718719 0 0 0 0 0
722956 0 0 0 0 0
725186 0 0 0 0 0
727825 0 0 0 0 0
728018 0 0 0 0 0
731161 0 0 0 0 0
732485 0 0 0 0 0
734079 0 0 0 0 0
734395 0 0 0 0 0
735584 0 0 0 0 0
739758 0 0 0 0 0
740221 0 0 0 0 0
741367 0 0 0 0 0
744314 0 0 0 0 0
744387 0 0 0 0 0
751264 0 0 0 0 0
753547 0 0 0 0 0
757444 0 0 0 0 0
760030 0 0 0 0 0
762001 0 0 0 0 0
764829 0 0 0 0 0
765480 0 0 0 0 0
772050 0 0 0 0 0
772343 0 0 0 0 0
772344 0 0 0 0 0
773726 0 0 0 0 0
780180 0 0 0 0 0
781171 0 0 0 0 0
784586 0 0 0 0 0
791400 0 0 0 0 0
791853 0 0 0 0 0
791872 0 0 0 0 0
795384 0 0 0 0 0
795797 0 0 0 0 0
803236 0 0 0 0 0
805265 0 0 0 0 0
808935 0 0 0 0 0
809018 0 0 0 0 0
809431 0 0 0 0 0
815492 0 0 0 0 0
820993 0 0 0 0 0
824382 0 0 0 0 0
834088 0 0 0 0 0
834429 0 0 0 0 0
837476 0 0 0 0 0
837756 0 0 0 0 0
838830 0 0 0 0 0
840002 0 0 0 0 0
841716 0 0 0 0 0
841977 0 0 0 0 0
843735 0 0 0 0 0
847806 0 0 0 0 0
849299 0 0 0 0 0
850930 0 0 0 0 0
858759 0 0 0 0 0
860763 0 0 0 0 0
861220 0 0 0 0 0
867704 0 0 0 0 0
869775 0 0 0 0 0
869950 0 0 0 0 0
870078 0 0 0 0 0
870720 0 0 0 0 0
871839 0 0 0 0 0
871843 0 0 0 0 0
883298 0 0 0 0 0
884869 0 0 0 0 0
885820 0 0 0 0 0
891777 0 0 0 0 0
896071 0 0 0 0 0
896603 0 0 0 0 0
897460 0 0 0 0 0
897899 0 0 0 0 0
899792 0 0 0 0 0
899832 0 0 0 0 0
902393 0 0 0 0 0
912689 0 0 0 0 0
914356 0 0 0 0 0
918579 0 0 0 0 0
918622 0 0 0 0 0
920456 0 0 0 0 0
921403 0 0 0 0 0
921809 0 0 0 0 0
924473 0 0 0 0 0
927107 0 0 0 0 0
927666 0 0 0 0 0
927743 0 0 0 0 0
929025 0 0 0 0 0
936691 0 0 0 0 0
937383 0 0 0 0 0
940949 0 0 0 0 0
943648 0 0 0 0 0
945085 0 0 0 0 0
950002 0 0 0 0 0
951986 0 0 0 0 0
954590 0 0 0 0 0
956532 0 0 0 0 0
958822 0 0 0 0 0
958902 0 0 0 0 0
964718 0 0 0 0 0
964879 0 0 0 0 0
969462 0 0 0 0 0
973079 0 0 0 0 0
976160 0 0 0 0 0
977296 0 0 0 0 0
978781 0 0 0 0 0
979327 0 0 0 0 0
984455 0 0 0 0 0
985808 0 0 0 0 0
987660 0 0 0 0 0
987712 0 0 0 0 0
988293 0 0 0 0 0
989837 0 0 0 0 0
992059 0 0 0 0 0
992858 0 0 0 0 0
992992 0 0 0 0 0
994811 0 0 0 0 0
995997 0 0 0 0 0
997057 0 0 0 0 0
997896 0 0 0 0 0
998138 0 0 0 0 0
998479 0 0 0 0 0
1001638 0 0 0 0 0
1001699 0 0 0 0 0
1004877 0 0 0 0 0
1008766 0 0 0 0 0
1011823 0 0 0 0 0
1011954 0 0 0 0 0
1014041 0 0 0 0 0
1015724 0 0 0 0 0
1016680 0 0 0 0 0
1017764 0 0 0 0 0
1019100 0 0 0 0 0
1022338 0 0 0 0 0
1023701 0 0 0 0 0
1023714 0 0 0 0 0
1024229 0 0 0 0 0
1024268 0 0 0 0 0
1027275 0 0 0 0 0
1029044 0 0 0 0 0
1029630 0 0 0 0 0
1031364 0 0 0 0 0
1037377 0 0 0 0 0
1038117 0 0 0 0 0
1041619 0 0 0 0 0
1045501 0 0 0 0 0
1052216 0 0 0 0 0
1053249 0 0 0 0 0
1054508 0 0 0 0 0
1054673 0 0 0 0 0
1055843 0 0 0 0 0
1062084 0 0 0 0 0
1062094 0 0 0 0 0
1068576 0 0 0 0 0
1069510 0 0 0 0 0
1070538 0 0 0 0 0
1070577 0 0 0 0 0
1075162 0 0 0 0 0
1075549 0 0 0 0 0
1078336 0 0 0 0 0
1080515 0 0 0 0 0
1083129 0 0 0 0 0
1083494 0 0 0 0 0
1084092 0 0 0 0 0
1086245 0 0 0 0 0
1087496 0 0 0 0 0
1088225 0 0 0 0 0
1098882 0 0 0 0 0
1099609 0 0 0 0 0
1102157 0 0 0 0 0
1102328 0 0 0 0 0
1108538 0 0 0 0 0
1127734 0 0 0 0 0
1127735 0 0 0 0 0
1135687 0 0 0 0 0
1138274 0 0 0 0 0
1152443 0 0 0 0 0
1160582 0 0 0 0 0
1161169 0 0 0 0 0
1168650 0 0 0 0 0
1168772 0 0 0 0 0
1168904 0 0 0 0 0
1169087 0 0 0 0 0
1169311 0 0 0 0 0
1169349 0 0 0 0 0
1169375 0 0 0 0 0
1169582 0 0 0 0 0
1171086 0 0 0 0 0
1171275 0 0 0 0 0
1171375 0 0 0 0 0
1171426 0 0 0 0 0
1171547 0 0 0 0 0
1171690 0 0 0 0 0
1171700 0 0 0 0 0
1171782 0 0 0 0 0
1171794 0 0 0 0 0
1171833 0 0 0 0 0
1173174 0 0 0 0 0
1173506 0 0 0 0 0
1173559 0 0 0 0 0
1173561 0 0 0 0 0
1174738 0 0 0 0 0
1175274 0 0 0 0 0
1175285 0 0 0 0 0
1176701 0 0 0 0 0
1177046 0 0 0 0 0
1177083 0 0 0 0 0
1177102 0 0 0 0 0
1177138 0 0 0 0 0
1178806 0 0 0 0 0
1178830 0 0 0 0 0
1178868 0 0 0 0 0
1180583 0 0 0 0 0
1180873 0 0 0 0 0
1180974 0 0 0 0 0
1181470 0 0 0 0 0
1181585 0 0 0 0 0
1181644 0 0 0 0 0
1181987 0 0 0 0 0
1182007 0 0 0 0 0
1182019 0 0 0 0 0
1182143 0 0 0 0 0
1182266 0 0 0 0 0
1182312 0 0 0 0 0
1182430 0 0 0 0 0
1182529 0 0 0 0 0
1182682 0 0 0 0 0
1182705 0 0 0 0 0
1183975 0 0 0 0 0
1184163 0 0 0 0 0
1184723 0 0 0 0 0
1184798 0 0 0 0 0
1187148 0 0 0 0 0
1187152 0 0 0 0 0
1187586 0 0 0 0 0
1187972 0 0 0 0 0
1188220 0 0 0 0 0
1189674 0 0 0 0 0
1189789 0 0 0 0 0
1189961 0 0 0 0 0
1190320 0 0 0 0 0
1191549 0 0 0 0 0
1193347 0 0 0 0 0
1193372 0 0 0 0 0
1193415 0 0 0 0 0
1193520 0 0 0 0 0
1193644 0 0 0 0 0
1193787 0 0 0 0 0
1194001 0 0 0 0 0
1195093 0 0 0 0 0
1195153 0 0 0 0 0
1195435 0 0 0 0 0
1195780 0 0 0 0 0
1198458 0 0 0 0 0
1198568 0 0 0 0 0
1198696 0 0 0 0 0
1201035 0 0 0 0 0
1201698 0 0 0 0 0
1201725 0 0 0 0 0
1203115 0 0 0 0 0
1203226 0 0 0 0 0
1203256 0 0 0 0 0
1203269 0 0 0 0 0
1203296 0 0 0 0 0
1204454 0 0 0 0 0
1204467 0 0 0 0 0
1205230 0 0 0 0 0
1205478 0 0 0 0 0
1206523 0 0 0 0 0
1206572 0 0 0 0 0
1206645 0 0 0 0 0
1207821 0 0 0 0 0
1208808 0 0 0 0 0
1208824 0 0 0 0 0
1208848 0 0 0 0 0
1209002 0 0 0 0 0
1209052 0 0 0 0 0
1209058 0 0 0 0 0
1209103 0 0 0 0 0
1209108 0 0 0 0 0
1210129 0 0 0 0 0
1210196 0 0 0 0 0
1210212 0 0 0 0 0
1210293 0 0 0 0 0
1210340 0 0 0 0 0
1210418 0 0 0 0 0
1211413 0 0 0 0 0
1211448 0 0 0 0 0
1212704 0 0 0 0 0
1213433 0 0 0 0 0
1213491 0 0 0 0 0
1213553 0 0 0 0 0
1213576 0 0 0 0 0
1213635 0 0 0 0 0
1213652 0 0 0 0 0
1213695 0 0 0 0 0
1213746 0 0 0 0 0
1214724 0 0 0 0 0
1214744 0 0 0 0 0
1214775 0 0 0 0 0
1214813 0 0 0 0 0
1216258 0 0 0 0 0
1216650 0 0 0 0 0
1216778 0 0 0 0 0
1216880 0 0 0 0 0
1216986 0 0 0 0 0
1218029 0 0 0 0 0
1218080 0 0 0 0 0
1218129 0 0 0 0 0
1218206 0 0 0 0 0
1220455 0 0 0 0 0
1220477 0 0 0 0 0
1221457 0 0 0 0 0
1221588 0 0 0 0 0
1221596 0 0 0 0 0
1221617 0 0 0 0 0
1221620 0 0 0 0 0
1221702 0 0 0 0 0
1221705 0 0 0 0 0
1221752 0 0 0 0 0
1221759 0 0 0 0 0
1221766 0 0 0 0 0
1223626 0 0 0 0 0
1223667 0 0 0 0 0
1223691 0 0 0 0 0
1223795 0 0 0 0 0
1223860 0 0 0 0 0
1224779 0 0 0 0 0
1224818 0 0 0 0 0
1224819 0 0 0 0 0
1224911 0 0 0 0 0
1224913 0 0 0 0 0
1225015 0 0 0 0 0
1226053 0 0 0 0 0
1226055 0 0 0 0 0
1226128 0 0 0 0 0
1227059 0 0 0 0 0
1227139 0 0 0 0 0
1228021 0 0 0 0 0
1228162 0 0 0 0 0
1228230 0 0 0 0 0
1228231 0 0 0 0 0
1228234 0 0 0 0 0
1228268 0 0 0 0 0
1229382 0 0 0 0 0
1229438 0 0 0 0 0
1230940 0 0 0 0 0
1231504 0 0 0 0 0
1231524 0 0 0 0 0
1231527 0 0 0 0 0
1231622 0 0 0 0 0
1231673 0 0 0 0 0
1231686 0 0 0 0 0
1232743 0 0 0 0 0
1232922 0 0 0 0 0
1232940 0 0 0 0 0
1232956 0 0 0 0 0
1232974 0 0 0 0 0
1232994 0 0 0 0 0
1234037 0 0 0 0 0
1234595 0 0 0 0 0
1234752 0 0 0 0 0
1234795 0 0 0 0 0
1234859 0 0 0 0 0
1235888 0 0 0 0 0
1236036 0 0 0 0 0
1236042 0 0 0 0 0
1236141 0 0 0 0 0
1236145 0 0 0 0 0
1236151 0 0 0 0 0
1236188 0 0 0 0 0
1238044 0 0 0 0 0
1238135 0 0 0 0 0
1238180 0 0 0 0 0
1238187 0 0 0 0 0
1238277 0 0 0 0 0
1238278 0 0 0 0 0
1239040 0 0 0 0 0
1239163 0 0 0 0 0
1239314 0 0 0 0 0
1240349 0 0 0 0 0
1240441 0 0 0 0 0
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1240459 0 0 0 0 0
1240501 0 0 0 0 0
1240518 0 0 0 0 0
1242538 0 0 0 0 0
1242627 0 0 0 0 0
1242681 0 0 0 0 0
1242711 0 0 0 0 0
1242730 0 0 0 0 0
1243700 0 0 0 0 0
1243716 0 0 0 0 0
1243749 0 0 0 0 0
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1243865 0 0 0 0 0
1245198 0 0 0 0 0
1245203 0 0 0 0 0
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1245601 0 0 0 0 0
1245672 0 0 0 0 0
1246781 0 0 0 0 0
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1246904 0 0 0 0 0
1246912 0 0 0 0 0
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1250109 0 0 0 0 0
1250162 0 0 0 0 0
1250204 0 0 0 0 0
1250231 0 0 0 0 0
1250318 0 0 0 0 0
1250364 0 0 0 0 0
1250378 0 0 0 0 0
1250414 0 0 0 0 0
1250440 0 0 0 0 0
1251428 0 0 0 0 0
1251451 0 0 0 0 0
1251466 0 0 0 0 0
1251467 0 0 0 0 0
1252226 0 0 0 0 0
1252405 0 0 0 0 0
1252422 0 0 0 0 0
1252498 0 0 0 0 0
1253302 0 0 0 0 0
1253350 0 0 0 0 0
1253371 0 0 0 0 0
1253423 0 0 0 0 0
1253500 0 0 0 0 0
1253543 0 0 0 0 0
1253552 0 0 0 0 0
1253560 0 0 0 0 0
1253584 0 0 0 0 0
1253596 0 0 0 0 0
1253612 0 0 0 0 0
1253628 0 0 0 0 0
1253658 0 0 0 0 0
1253667 0 0 0 0 0
1253673 0 0 0 0 0
1254657 0 0 0 0 0
1254796 0 0 0 0 0
1254824 0 0 0 0 0
1254833 0 0 0 0 0
1254836 0 0 0 0 0
1256511 0 0 0 0 0
1257114 0 0 0 0 0
1257117 0 0 0 0 0
1257125 0 0 0 0 0
1257129 0 0 0 0 0
1257261 0 0 0 0 0
1257342 0 0 0 0 0
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1258391 0 0 0 0 0
1258398 0 0 0 0 0
1258419 0 0 0 0 0
1258427 0 0 0 0 0
1258485 0 0 0 0 0
1258547 0 0 0 0 0
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1258722 0 0 0 0 0
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1261261 0 0 0 0 0
1261374 0 0 0 0 0
1261376 0 0 0 0 0
1261397 0 0 0 0 0
1262573 0 0 0 0 0
1262584 0 0 0 0 0
1262746 0 0 0 0 0
1263717 0 0 0 0 0
1263929 0 0 0 0 0
1263931 0 0 0 0 0
1263936 0 0 0 0 0
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1263970 0 0 0 0 0
1263979 0 0 0 0 0
1263987 0 0 0 0 0
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1264991 0 0 0 0 0
1265024 0 0 0 0 0
1265030 0 0 0 0 0
1265041 0 0 0 0 0
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1265238 0 0 0 0 0
1266222 0 0 0 0 0
1266281 0 0 0 0 0
1267338 0 0 0 0 0
1267379 0 0 0 0 0
1268576 0 0 0 0 0
1268645 0 0 0 0 0
1269618 0 0 0 0 0
1269711 0 0 0 0 0
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1269904 0 0 0 0 0
1271374 0 0 0 0 0
1271409 0 0 0 0 0
1272213 0 0 0 0 0
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1272379 0 0 0 0 0
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1274633 0 0 0 0 0
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1274846 0 0 0 0 0
1275763 0 0 0 0 0
1275779 0 0 0 0 0
1275805 0 0 0 0 0
1275827 0 0 0 0 0
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1419996 1 0 0 0
1420013 1 0 0 0
1420113 1 0 0 0
1420187 1 0 0 0
1420227 1 0 0 0
1420259 1 0 0 0
1420305 1 0 0 0
1429990 1 0 0 0
1434946 1 1 0 0
1443178 1 0 0 0
1446232 1 1 0 0
1446538 1 1 0 0
1448876 1 0 0 0
1458857 1 0 0 0
1460257 1 0 0 0
1462659 1 0 0 0
1468859 1 0 0 0
1469038 1 0 0 0
1477439 1 1 0 0
1478735 1 0 0 0
1481317 1 0 0 0
1486169 1 0 0 0
1492252 1 1 0 0
1497715 1 0 0 0
1516992 1 0 0 0
1526842 1 0 0 0
1533535 1 0 0 0
1533935 1 1 0 0
1535113 1 0 0 0
1548601 1 1 0 0
1552179 1 0 0 0
1564163 1 0 0 0
1576055 1 0 0 0
1578301 1 0 0 0
1580779 1 0 0 0
1592484 1 0 0 0
1619466 1 0 0 0
1624498 1 1 0 0
1639717 1 0 0 0
1655877 1 0 0 0
1672439 1 0 0 0
1695785 1 1 0 0
1723268 1 1 0 0
1747329 1 0 0 0
1764788 1 0 0 0
1780582 1 0 0 0
1805118 1 0 0 0
1841239 1 0 0 0
1861103 1 0 0 0
1877709 1 0 0 0
1879761 1 1 0 0
1885581 1 0 0 0
1890730 1 0 0 0
1891053 1 0 0 0
1891535 1 0 0 0
1894477 1 0 0 0
1902140 1 0 0 0
1904679 1 0 0 0
1910651 1 0 0 0
1981605 1 1 0 0
1984089 1 0 0 0
2006747 1 0 0 0
2023188 1 0 0 0
2032557 1 0 0 0
2079067 1 1 0 0
2093986 1 0 0 0
2096144 1 1 0 0
2096875 1 1 0 0
2100752 1 0 0 0
2105080 1 0 0 0
2117819 1 1 0 0
2118347 1 0 0 0
2123359 1 0 0 0
2124424 1 0 0 0
2134711 1 1 0 0
2142927 1 0 0 0
2145249 1 0 0 0
2149951 1 0 0 0
2152501 1 0 0 0
2159090 1 0 0 0
2176176 1 0 0 0
2189632 1 0 0 0
2215003 1 0 0 0
2234162 1 1 0 0
2245690 1 0 0 0
2247029 1 0 0 0
2248058 1 1 0 0
2255015 1 0 0 0
2257579 1 0 0 0
2268924 1 0 0 0
2269769 1 1 0 0
2273325 1 1 0 0
2278456 1 1 0 0
2287980 1 0 0 0
2301997 1 0 0 0
2303025 1 0 0 0
2315475 1 0 0 0
2346429 1 1 0 0
2347955 1 0 0 0
2357478 1 0 0 0
2383770 1 0 0 0
2387858 1 0 0 0
2395527 1 0 0 0
2400069 1 1 0 0
2410683 1 1 0 0
2415666 1 0 0 0
2418367 1 0 0 0
2431627 1 0 0 0
2438535 1 0 0 0
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2454149 1 0 0 0
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2490550 1 0 0 0
2491241 1 0 0 0
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2551590 1 0 0 0
2553480 1 0 0 0
2593868 1 0 0 0
2599105 1 1 0 0
2611795 1 0 0 0
2619738 1 0 0 0
2620046 1 0 0 0
2814727 1 0 0 0
Down/Up Ratio Average Packet Size Fwd Segment Size Avg \
12824 0 0 0
12827 1 0 0
14192 1 0 0
40707 0 0 0
52456 0 0 0
56603 1 0 0
76549 1 0 0
76773 0 0 0
225846 1 0 0
237968 0 0 0
238016 1 0 0
239586 1 0 0
253214 1 0 0
259076 0 0 0
259682 1 0 0
292491 1 0 0
295320 1 0 0
309522 1 0 0
317024 0 0 0
330632 1 0 0
340390 0 0 0
351703 1 0 0
351960 1 0 0
381594 0 0 0
388752 1 0 0
391642 0 0 0
397833 1 0 0
400275 0 0 0
411233 0 0 0
413228 1 0 0
423744 1 0 0
424662 0 0 0
432141 1 0 0
449922 1 0 0
454811 0 0 0
467666 0 0 0
477735 0 0 0
480623 1 0 0
483208 1 0 0
491375 0 0 0
492936 0 0 0
493717 0 0 0
496563 0 0 0
506646 1 0 0
514627 0 0 0
520541 0 0 0
527650 0 0 0
544591 1 0 0
564174 1 0 0
577116 0 0 0
579774 0 0 0
583115 1 0 0
583236 0 0 0
586992 0 0 0
588220 1 0 0
588675 1 0 0
588816 1 0 0
592109 0 0 0
615709 0 0 0
621691 1 0 0
628611 0 0 0
637234 1 0 0
646039 1 0 0
647957 1 0 0
647994 0 0 0
648003 0 0 0
648063 1 0 0
649296 1 0 0
650145 0 0 0
650337 0 0 0
651249 0 0 0
651439 1 0 0
653257 1 0 0
662090 1 0 0
662309 0 0 0
668666 1 0 0
670391 0 0 0
678340 1 0 0
678445 1 0 0
679313 1 0 0
679570 0 0 0
679939 1 0 0
681009 0 0 0
685788 1 0 0
687794 1 0 0
688499 1 0 0
689428 1 0 0
689893 1 0 0
690552 1 0 0
693439 0 0 0
694541 0 0 0
694804 0 0 0
695695 1 0 0
704551 0 0 0
704769 1 0 0
705468 0 0 0
712305 1 0 0
713713 0 0 0
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735584 1 0 0
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2032557 1 0 0
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2134711 1 0 0
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2234162 1 0 0
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12827 0 0 0
14192 0 0 0
40707 0 0 0
52456 0 0 0
56603 0 0 0
76549 0 0 0
76773 0 0 0
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689428 0 0 0
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1446232 0 0 0
1446538 0 0 0
1448876 0 0 0
1458857 0 0 0
1460257 0 0 0
1462659 0 0 0
1468859 0 0 0
1469038 0 0 0
1477439 0 0 0
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1481317 0 0 0
1486169 0 0 0
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1533535 0 0 0
1533935 0 0 0
1535113 0 0 0
1548601 0 0 0
1552179 0 0 0
1564163 0 0 0
1576055 0 0 0
1578301 0 0 0
1580779 0 0 0
1592484 0 0 0
1619466 0 0 0
1624498 0 0 0
1639717 0 0 0
1655877 0 0 0
1672439 0 0 0
1695785 0 0 0
1723268 0 0 0
1747329 0 0 0
1764788 0 0 0
1780582 0 0 0
1805118 0 0 0
1841239 0 0 0
1861103 0 0 0
1877709 0 0 0
1879761 0 0 0
1885581 0 0 0
1890730 0 0 0
1891053 0 0 0
1891535 0 0 0
1894477 0 0 0
1902140 0 0 0
1904679 0 0 0
1910651 0 0 0
1981605 0 0 0
1984089 0 0 0
2006747 0 0 0
2023188 0 0 0
2032557 0 0 0
2079067 0 0 0
2093986 0 0 0
2096144 0 0 0
2096875 0 0 0
2100752 0 0 0
2105080 0 0 0
2117819 0 0 0
2118347 0 0 0
2123359 0 0 0
2124424 0 0 0
2134711 0 0 0
2142927 0 0 0
2145249 0 0 0
2149951 0 0 0
2152501 0 0 0
2159090 0 0 0
2176176 0 0 0
2189632 0 0 0
2215003 0 0 0
2234162 0 0 0
2245690 0 0 0
2247029 0 0 0
2248058 0 0 0
2255015 0 0 0
2257579 0 0 0
2268924 0 0 0
2269769 0 0 0
2273325 0 0 0
2278456 0 0 0
2287980 0 0 0
2301997 0 0 0
2303025 0 0 0
2315475 0 0 0
2346429 0 0 0
2347955 0 0 0
2357478 0 0 0
2383770 0 0 0
2387858 0 0 0
2395527 0 0 0
2400069 0 0 0
2410683 0 0 0
2415666 0 0 0
2418367 0 0 0
2431627 0 0 0
2438535 0 0 0
2448540 0 0 0
2454149 0 0 0
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2490550 0 0 0
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2611795 0 0 0
2619738 0 0 0
2620046 0 0 0
2814727 0 0 0
Fwd Bulk Rate Avg Bwd Bytes/Bulk Avg Bwd Packet/Bulk Avg \
12824 0 0 0
12827 0 0 0
14192 0 0 0
40707 0 0 0
52456 0 0 0
56603 0 0 0
76549 0 0 0
76773 0 0 0
225846 0 0 0
237968 0 0 0
238016 0 0 0
239586 0 0 0
253214 0 0 0
259076 0 0 0
259682 0 0 0
292491 0 0 0
295320 0 0 0
309522 0 0 0
317024 0 0 0
330632 0 0 0
340390 0 0 0
351703 0 0 0
351960 0 0 0
381594 0 0 0
388752 0 0 0
391642 0 0 0
397833 0 0 0
400275 0 0 0
411233 0 0 0
413228 0 0 0
423744 0 0 0
424662 0 0 0
432141 0 0 0
449922 0 0 0
454811 0 0 0
467666 0 0 0
477735 0 0 0
480623 0 0 0
483208 0 0 0
491375 0 0 0
492936 0 0 0
493717 0 0 0
496563 0 0 0
506646 0 0 0
514627 0 0 0
520541 0 0 0
527650 0 0 0
544591 0 0 0
564174 0 0 0
577116 0 0 0
579774 0 0 0
583115 0 0 0
583236 0 0 0
586992 0 0 0
588220 0 0 0
588675 0 0 0
588816 0 0 0
592109 0 0 0
615709 0 0 0
621691 0 0 0
628611 0 0 0
637234 0 0 0
646039 0 0 0
647957 0 0 0
647994 0 0 0
648003 0 0 0
648063 0 0 0
649296 0 0 0
650145 0 0 0
650337 0 0 0
651249 0 0 0
651439 0 0 0
653257 0 0 0
662090 0 0 0
662309 0 0 0
668666 0 0 0
670391 0 0 0
678340 0 0 0
678445 0 0 0
679313 0 0 0
679570 0 0 0
679939 0 0 0
681009 0 0 0
685788 0 0 0
687794 0 0 0
688499 0 0 0
689428 0 0 0
689893 0 0 0
690552 0 0 0
693439 0 0 0
694541 0 0 0
694804 0 0 0
695695 0 0 0
704551 0 0 0
704769 0 0 0
705468 0 0 0
712305 0 0 0
713713 0 0 0
718719 0 0 0
722956 0 0 0
725186 0 0 0
727825 0 0 0
728018 0 0 0
731161 0 0 0
732485 0 0 0
734079 0 0 0
734395 0 0 0
735584 0 0 0
739758 0 0 0
740221 0 0 0
741367 0 0 0
744314 0 0 0
744387 0 0 0
751264 0 0 0
753547 0 0 0
757444 0 0 0
760030 0 0 0
762001 0 0 0
764829 0 0 0
765480 0 0 0
772050 0 0 0
772343 0 0 0
772344 0 0 0
773726 0 0 0
780180 0 0 0
781171 0 0 0
784586 0 0 0
791400 0 0 0
791853 0 0 0
791872 0 0 0
795384 0 0 0
795797 0 0 0
803236 0 0 0
805265 0 0 0
808935 0 0 0
809018 0 0 0
809431 0 0 0
815492 0 0 0
820993 0 0 0
824382 0 0 0
834088 0 0 0
834429 0 0 0
837476 0 0 0
837756 0 0 0
838830 0 0 0
840002 0 0 0
841716 0 0 0
841977 0 0 0
843735 0 0 0
847806 0 0 0
849299 0 0 0
850930 0 0 0
858759 0 0 0
860763 0 0 0
861220 0 0 0
867704 0 0 0
869775 0 0 0
869950 0 0 0
870078 0 0 0
870720 0 0 0
871839 0 0 0
871843 0 0 0
883298 0 0 0
884869 0 0 0
885820 0 0 0
891777 0 0 0
896071 0 0 0
896603 0 0 0
897460 0 0 0
897899 0 0 0
899792 0 0 0
899832 0 0 0
902393 0 0 0
912689 0 0 0
914356 0 0 0
918579 0 0 0
918622 0 0 0
920456 0 0 0
921403 0 0 0
921809 0 0 0
924473 0 0 0
927107 0 0 0
927666 0 0 0
927743 0 0 0
929025 0 0 0
936691 0 0 0
937383 0 0 0
940949 0 0 0
943648 0 0 0
945085 0 0 0
950002 0 0 0
951986 0 0 0
954590 0 0 0
956532 0 0 0
958822 0 0 0
958902 0 0 0
964718 0 0 0
964879 0 0 0
969462 0 0 0
973079 0 0 0
976160 0 0 0
977296 0 0 0
978781 0 0 0
979327 0 0 0
984455 0 0 0
985808 0 0 0
987660 0 0 0
987712 0 0 0
988293 0 0 0
989837 0 0 0
992059 0 0 0
992858 0 0 0
992992 0 0 0
994811 0 0 0
995997 0 0 0
997057 0 0 0
997896 0 0 0
998138 0 0 0
998479 0 0 0
1001638 0 0 0
1001699 0 0 0
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1492252 0 0 0
1497715 0 0 0
1516992 0 0 0
1526842 0 0 0
1533535 0 0 0
1533935 0 0 0
1535113 0 0 0
1548601 0 0 0
1552179 0 0 0
1564163 0 0 0
1576055 0 0 0
1578301 0 0 0
1580779 0 0 0
1592484 0 0 0
1619466 0 0 0
1624498 0 0 0
1639717 0 0 0
1655877 0 0 0
1672439 0 0 0
1695785 0 0 0
1723268 0 0 0
1747329 0 0 0
1764788 0 0 0
1780582 0 0 0
1805118 0 0 0
1841239 0 0 0
1861103 0 0 0
1877709 0 0 0
1879761 0 0 0
1885581 0 0 0
1890730 0 0 0
1891053 0 0 0
1891535 0 0 0
1894477 0 0 0
1902140 0 0 0
1904679 0 0 0
1910651 0 0 0
1981605 0 0 0
1984089 0 0 0
2006747 0 0 0
2023188 0 0 0
2032557 0 0 0
2079067 0 0 0
2093986 0 0 0
2096144 0 0 0
2096875 0 0 0
2100752 0 0 0
2105080 0 0 0
2117819 0 0 0
2118347 0 0 0
2123359 0 0 0
2124424 0 0 0
2134711 0 0 0
2142927 0 0 0
2145249 0 0 0
2149951 0 0 0
2152501 0 0 0
2159090 0 0 0
2176176 0 0 0
2189632 0 0 0
2215003 0 0 0
2234162 0 0 0
2245690 0 0 0
2247029 0 0 0
2248058 0 0 0
2255015 0 0 0
2257579 0 0 0
2268924 0 0 0
2269769 0 0 0
2273325 0 0 0
2278456 0 0 0
2287980 0 0 0
2301997 0 0 0
2303025 0 0 0
2315475 0 0 0
2346429 0 0 0
2347955 0 0 0
2357478 0 0 0
2383770 0 0 0
2387858 0 0 0
2395527 0 0 0
2400069 0 0 0
2410683 0 0 0
2415666 0 0 0
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2431627 0 0 0
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2448540 0 0 0
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2490550 0 0 0
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2814727 0 0 0
Bwd Bulk Rate Avg Subflow Fwd Packets Subflow Fwd Bytes \
12824 0 2 0
12827 0 1 0
14192 0 1 0
40707 0 2 0
52456 0 2 0
56603 0 1 0
76549 0 1 0
76773 0 2 0
225846 0 1 0
237968 0 2 0
238016 0 1 0
239586 0 1 0
253214 0 1 0
259076 0 2 0
259682 0 1 0
292491 0 1 0
295320 0 1 0
309522 0 1 0
317024 0 2 0
330632 0 1 0
340390 0 2 0
351703 0 1 0
351960 0 1 0
381594 0 2 0
388752 0 1 0
391642 0 2 0
397833 0 1 0
400275 0 2 0
411233 0 2 0
413228 0 1 0
423744 0 1 0
424662 0 2 0
432141 0 1 0
449922 0 1 0
454811 0 2 0
467666 0 2 0
477735 0 2 0
480623 0 1 0
483208 0 1 0
491375 0 2 0
492936 0 2 0
493717 0 2 0
496563 0 2 0
506646 0 1 0
514627 0 2 0
520541 0 2 0
527650 0 2 0
544591 0 1 0
564174 0 1 0
577116 0 2 0
579774 0 2 0
583115 0 1 0
583236 0 2 0
586992 0 2 0
588220 0 1 0
588675 0 1 0
588816 0 1 0
592109 0 2 0
615709 0 2 0
621691 0 1 0
628611 0 2 0
637234 0 1 0
646039 0 1 0
647957 0 1 0
647994 0 2 0
648003 0 2 0
648063 0 1 0
649296 0 1 0
650145 0 2 0
650337 0 2 0
651249 0 2 0
651439 0 1 0
653257 0 1 0
662090 0 1 0
662309 0 2 0
668666 0 1 0
670391 0 2 0
678340 0 1 0
678445 0 1 0
679313 0 1 0
679570 0 2 0
679939 0 1 0
681009 0 2 0
685788 0 1 0
687794 0 1 0
688499 0 1 0
689428 0 1 0
689893 0 1 0
690552 0 1 0
693439 0 2 0
694541 0 2 0
694804 0 2 0
695695 0 1 0
704551 0 2 0
704769 0 1 0
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760030 0 2 0
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871843 0 1 0
883298 0 1 0
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885820 0 1 0
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896071 0 1 0
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897460 0 2 0
897899 0 1 0
899792 0 2 0
899832 0 2 0
902393 0 2 0
912689 0 2 0
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920456 0 1 0
921403 0 2 0
921809 0 1 0
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937383 0 2 0
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954590 0 1 0
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1024229 0 2 0
1024268 0 2 0
1027275 0 2 0
1029044 0 2 0
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1086245 0 1 0
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Subflow Bwd Packets Subflow Bwd Bytes FWD Init Win Bytes \
12824 0 0 65535
12827 1 0 227
14192 1 0 227
40707 0 0 65535
52456 0 0 229
56603 1 0 408
76549 1 0 227
76773 0 0 126
225846 1 0 5438
237968 0 0 357
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309522 1 0 317
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12827 BENIGN
14192 BENIGN
40707 BENIGN
52456 BENIGN
56603 BENIGN
76549 BENIGN
76773 BENIGN
225846 BENIGN
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391642 BENIGN
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492936 BENIGN
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506646 BENIGN
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520541 BENIGN
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579774 BENIGN
583115 BENIGN
583236 BENIGN
586992 BENIGN
588220 BENIGN
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592109 BENIGN
615709 BENIGN
621691 BENIGN
628611 BENIGN
637234 BENIGN
646039 BENIGN
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647994 BENIGN
648003 BENIGN
648063 BENIGN
649296 BENIGN
650145 BENIGN
650337 BENIGN
651249 BENIGN
651439 BENIGN
653257 BENIGN
662090 BENIGN
662309 BENIGN
668666 BENIGN
670391 BENIGN
678340 BENIGN
678445 BENIGN
679313 BENIGN
679570 BENIGN
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681009 BENIGN
685788 BENIGN
687794 BENIGN
688499 BENIGN
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689893 BENIGN
690552 BENIGN
693439 BENIGN
694541 BENIGN
694804 BENIGN
695695 BENIGN
704551 BENIGN
704769 BENIGN
705468 BENIGN
712305 BENIGN
713713 BENIGN
718719 BENIGN
722956 BENIGN
725186 BENIGN
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728018 BENIGN
731161 BENIGN
732485 BENIGN
734079 BENIGN
734395 BENIGN
735584 BENIGN
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740221 BENIGN
741367 BENIGN
744314 BENIGN
744387 BENIGN
751264 BENIGN
753547 BENIGN
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760030 BENIGN
762001 BENIGN
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765480 BENIGN
772050 BENIGN
772343 BENIGN
772344 BENIGN
773726 BENIGN
780180 BENIGN
781171 BENIGN
784586 BENIGN
791400 BENIGN
791853 BENIGN
791872 BENIGN
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805265 BENIGN
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820993 BENIGN
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834088 BENIGN
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861220 BENIGN
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902393 BENIGN
912689 BENIGN
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920456 BENIGN
921403 BENIGN
921809 BENIGN
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929025 BENIGN
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1015724 BENIGN
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1017764 BENIGN
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1022338 BENIGN
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1023714 BENIGN
1024229 BENIGN
1024268 BENIGN
1027275 BENIGN
1029044 BENIGN
1029630 BENIGN
1031364 BENIGN
1037377 BENIGN
1038117 BENIGN
1041619 BENIGN
1045501 BENIGN
1052216 BENIGN
1053249 BENIGN
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1054673 BENIGN
1055843 BENIGN
1062084 BENIGN
1062094 BENIGN
1068576 BENIGN
1069510 BENIGN
1070538 BENIGN
1070577 BENIGN
1075162 BENIGN
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1078336 BENIGN
1080515 BENIGN
1083129 BENIGN
1083494 BENIGN
1084092 BENIGN
1086245 BENIGN
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1088225 BENIGN
1098882 BENIGN
1099609 BENIGN
1102157 BENIGN
1102328 BENIGN
1108538 BENIGN
1127734 BENIGN
1127735 BENIGN
1135687 BENIGN
1138274 BENIGN
1152443 BENIGN
1160582 BENIGN
1161169 BENIGN
1168650 DoS Hulk
1168772 DoS Hulk
1168904 DoS Hulk
1169087 DoS Hulk
1169311 DoS Hulk
1169349 DoS Hulk
1169375 DoS Hulk
1169582 DoS Hulk
1171086 DoS Hulk
1171275 DoS Hulk
1171375 DoS Hulk
1171426 DoS Hulk
1171547 DoS Hulk
1171690 DoS Hulk
1171700 DoS Hulk
1171782 DoS Hulk
1171794 DoS Hulk
1171833 DoS Hulk
1173174 DoS Hulk
1173506 DoS Hulk
1173559 DoS Hulk
1173561 DoS Hulk
1174738 DoS Hulk
1175274 DoS Hulk
1175285 DoS Hulk
1176701 DoS Hulk
1177046 DoS Hulk
1177083 DoS Hulk
1177102 DoS Hulk
1177138 DoS Hulk
1178806 DoS Hulk
1178830 DoS Hulk
1178868 DoS Hulk
1180583 DoS Hulk
1180873 DoS Hulk
1180974 DoS Hulk
1181470 DoS Hulk
1181585 DoS Hulk
1181644 DoS Hulk
1181987 DoS Hulk
1182007 DoS Hulk
1182019 DoS Hulk
1182143 DoS Hulk
1182266 DoS Hulk
1182312 DoS Hulk
1182430 DoS Hulk
1182529 DoS Hulk
1182682 DoS Hulk
1182705 DoS Hulk
1183975 DoS Hulk
1184163 DoS Hulk
1184723 DoS Hulk
1184798 DoS Hulk
1187148 DoS Hulk
1187152 DoS Hulk
1187586 DoS Hulk
1187972 DoS Hulk
1188220 DoS Hulk
1189674 DoS Hulk
1189789 DoS Hulk
1189961 DoS Hulk
1190320 DoS Hulk
1191549 DoS Hulk
1193347 DoS Hulk
1193372 DoS Hulk
1193415 DoS Hulk
1193520 DoS Hulk
1193644 DoS Hulk
1193787 DoS Hulk
1194001 DoS Hulk
1195093 DoS Hulk
1195153 DoS Hulk
1195435 DoS Hulk
1195780 DoS Hulk
1198458 DoS Hulk
1198568 DoS Hulk
1198696 DoS Hulk
1201035 DoS Hulk
1201698 DoS Hulk
1201725 DoS Hulk
1203115 DoS Hulk
1203226 DoS Hulk
1203256 DoS Hulk
1203269 DoS Hulk
1203296 DoS Hulk
1204454 DoS Hulk
1204467 DoS Hulk
1205230 DoS Hulk
1205478 DoS Hulk
1206523 DoS Hulk
1206572 DoS Hulk
1206645 DoS Hulk
1207821 DoS Hulk
1208808 DoS Hulk
1208824 DoS Hulk
1208848 DoS Hulk
1209002 DoS Hulk
1209052 DoS Hulk
1209058 DoS Hulk
1209103 DoS Hulk
1209108 DoS Hulk
1210129 DoS Hulk
1210196 DoS Hulk
1210212 DoS Hulk
1210293 DoS Hulk
1210340 DoS Hulk
1210418 DoS Hulk
1211413 DoS Hulk
1211448 DoS Hulk
1212704 DoS Hulk
1213433 DoS Hulk
1213491 DoS Hulk
1213553 DoS Hulk
1213576 DoS Hulk
1213635 DoS Hulk
1213652 DoS Hulk
1213695 DoS Hulk
1213746 DoS Hulk
1214724 DoS Hulk
1214744 DoS Hulk
1214775 DoS Hulk
1214813 DoS Hulk
1216258 DoS Hulk
1216650 DoS Hulk
1216778 DoS Hulk
1216880 DoS Hulk
1216986 DoS Hulk
1218029 DoS Hulk
1218080 DoS Hulk
1218129 DoS Hulk
1218206 DoS Hulk
1220455 DoS Hulk
1220477 DoS Hulk
1221457 DoS Hulk
1221588 DoS Hulk
1221596 DoS Hulk
1221617 DoS Hulk
1221620 DoS Hulk
1221702 DoS Hulk
1221705 DoS Hulk
1221752 DoS Hulk
1221759 DoS Hulk
1221766 DoS Hulk
1223626 DoS Hulk
1223667 DoS Hulk
1223691 DoS Hulk
1223795 DoS Hulk
1223860 DoS Hulk
1224779 DoS Hulk
1224818 DoS Hulk
1224819 DoS Hulk
1224911 DoS Hulk
1224913 DoS Hulk
1225015 DoS Hulk
1226053 DoS Hulk
1226055 DoS Hulk
1226128 DoS Hulk
1227059 DoS Hulk
1227139 DoS Hulk
1228021 DoS Hulk
1228162 DoS Hulk
1228230 DoS Hulk
1228231 DoS Hulk
1228234 DoS Hulk
1228268 DoS Hulk
1229382 DoS Hulk
1229438 DoS Hulk
1230940 DoS Hulk
1231504 DoS Hulk
1231524 DoS Hulk
1231527 DoS Hulk
1231622 DoS Hulk
1231673 DoS Hulk
1231686 DoS Hulk
1232743 DoS Hulk
1232922 DoS Hulk
1232940 DoS Hulk
1232956 DoS Hulk
1232974 DoS Hulk
1232994 DoS Hulk
1234037 DoS Hulk
1234595 DoS Hulk
1234752 DoS Hulk
1234795 DoS Hulk
1234859 DoS Hulk
1235888 DoS Hulk
1236036 DoS Hulk
1236042 DoS Hulk
1236141 DoS Hulk
1236145 DoS Hulk
1236151 DoS Hulk
1236188 DoS Hulk
1238044 DoS Hulk
1238135 DoS Hulk
1238180 DoS Hulk
1238187 DoS Hulk
1238277 DoS Hulk
1238278 DoS Hulk
1239040 DoS Hulk
1239163 DoS Hulk
1239314 DoS Hulk
1240349 DoS Hulk
1240441 DoS Hulk
1240447 DoS Hulk
1240459 DoS Hulk
1240501 DoS Hulk
1240518 DoS Hulk
1242538 DoS Hulk
1242627 DoS Hulk
1242681 DoS Hulk
1242711 DoS Hulk
1242730 DoS Hulk
1243700 DoS Hulk
1243716 DoS Hulk
1243749 DoS Hulk
1243798 DoS Hulk
1243865 DoS Hulk
1245198 DoS Hulk
1245203 DoS Hulk
1245506 DoS Hulk
1245538 DoS Hulk
1245553 DoS Hulk
1245555 DoS Hulk
1245601 DoS Hulk
1245672 DoS Hulk
1246781 DoS Hulk
1246876 DoS Hulk
1246880 DoS Hulk
1246886 DoS Hulk
1246904 DoS Hulk
1246912 DoS Hulk
1246985 DoS Hulk
1246987 DoS Hulk
1247014 DoS Hulk
1247051 DoS Hulk
1248072 DoS Hulk
1248143 DoS Hulk
1248741 DoS Hulk
1248850 DoS Hulk
1248866 DoS Hulk
1248894 DoS Hulk
1248920 DoS Hulk
1248944 DoS Hulk
1249144 DoS Hulk
1250109 DoS Hulk
1250162 DoS Hulk
1250204 DoS Hulk
1250231 DoS Hulk
1250318 DoS Hulk
1250364 DoS Hulk
1250378 DoS Hulk
1250414 DoS Hulk
1250440 DoS Hulk
1251428 DoS Hulk
1251451 DoS Hulk
1251466 DoS Hulk
1251467 DoS Hulk
1252226 DoS Hulk
1252405 DoS Hulk
1252422 DoS Hulk
1252498 DoS Hulk
1253302 DoS Hulk
1253350 DoS Hulk
1253371 DoS Hulk
1253423 DoS Hulk
1253500 DoS Hulk
1253543 DoS Hulk
1253552 DoS Hulk
1253560 DoS Hulk
1253584 DoS Hulk
1253596 DoS Hulk
1253612 DoS Hulk
1253628 DoS Hulk
1253658 DoS Hulk
1253667 DoS Hulk
1253673 DoS Hulk
1254657 DoS Hulk
1254796 DoS Hulk
1254824 DoS Hulk
1254833 DoS Hulk
1254836 DoS Hulk
1256511 DoS Hulk
1257114 DoS Hulk
1257117 DoS Hulk
1257125 DoS Hulk
1257129 DoS Hulk
1257261 DoS Hulk
1257342 DoS Hulk
1257373 DoS Hulk
1258391 DoS Hulk
1258398 DoS Hulk
1258419 DoS Hulk
1258427 DoS Hulk
1258485 DoS Hulk
1258547 DoS Hulk
1258642 DoS Hulk
1258722 DoS Hulk
1260430 DoS Hulk
1261256 DoS Hulk
1261261 DoS Hulk
1261374 DoS Hulk
1261376 DoS Hulk
1261397 DoS Hulk
1262573 DoS Hulk
1262584 DoS Hulk
1262746 DoS Hulk
1263717 DoS Hulk
1263929 DoS Hulk
1263931 DoS Hulk
1263936 DoS Hulk
1263960 DoS Hulk
1263970 DoS Hulk
1263979 DoS Hulk
1263987 DoS Hulk
1264002 DoS Hulk
1264924 DoS Hulk
1264929 DoS Hulk
1264943 DoS Hulk
1264991 DoS Hulk
1265024 DoS Hulk
1265030 DoS Hulk
1265041 DoS Hulk
1265157 DoS Hulk
1265238 DoS Hulk
1266222 DoS Hulk
1266281 DoS Hulk
1267338 DoS Hulk
1267379 DoS Hulk
1268576 DoS Hulk
1268645 DoS Hulk
1269618 DoS Hulk
1269711 DoS Hulk
1269749 DoS Hulk
1269808 DoS Hulk
1269818 DoS Hulk
1269868 DoS Hulk
1269904 DoS Hulk
1271374 DoS Hulk
1271409 DoS Hulk
1272213 DoS Hulk
1272250 DoS Hulk
1272379 DoS Hulk
1272384 DoS Hulk
1272420 DoS Hulk
1272437 DoS Hulk
1272456 DoS Hulk
1272465 DoS Hulk
1272505 DoS Hulk
1272519 DoS Hulk
1273494 DoS Hulk
1273498 DoS Hulk
1273499 DoS Hulk
1273525 DoS Hulk
1273687 DoS Hulk
1274633 DoS Hulk
1274751 DoS Hulk
1274758 DoS Hulk
1274806 DoS Hulk
1274846 DoS Hulk
1275763 DoS Hulk
1275779 DoS Hulk
1275805 DoS Hulk
1275827 DoS Hulk
1275936 DoS Hulk
1276068 DoS Hulk
1276108 DoS Hulk
1277096 DoS Hulk
1277114 DoS Hulk
1277177 DoS Hulk
1277235 DoS Hulk
1278467 DoS Hulk
1278787 DoS Hulk
1279757 DoS Hulk
1279830 DoS Hulk
1280040 DoS Hulk
1280096 DoS Hulk
1281168 DoS Hulk
1282608 DoS Hulk
1282690 DoS Hulk
1282693 DoS Hulk
1283610 DoS Hulk
1283617 DoS Hulk
1283649 DoS Hulk
1283673 DoS Hulk
1283686 DoS Hulk
1283749 DoS Hulk
1283750 DoS Hulk
1283823 DoS Hulk
1283911 DoS Hulk
1284881 DoS Hulk
1284891 DoS Hulk
1284942 DoS Hulk
1284966 DoS Hulk
1284990 DoS Hulk
1285993 DoS Hulk
1286360 DoS Hulk
1286413 DoS Hulk
1286467 DoS Hulk
1286472 DoS Hulk
1286501 DoS Hulk
1286508 DoS Hulk
1286565 DoS Hulk
1287532 DoS Hulk
1287590 DoS Hulk
1287620 DoS Hulk
1287662 DoS Hulk
1287724 DoS Hulk
1287761 DoS Hulk
1287883 DoS Hulk
1287885 DoS Hulk
1287888 DoS Hulk
1288874 DoS Hulk
1289362 BENIGN
1289419 DoS Hulk
1289429 DoS Hulk
1289443 DoS Hulk
1289496 DoS Hulk
1289521 DoS Hulk
1289542 DoS Hulk
1290054 DoS Hulk
1290106 DoS Hulk
1290142 DoS Hulk
1290162 DoS Hulk
1290288 DoS Hulk
1290289 DoS Hulk
1290333 DoS Hulk
1290369 DoS Hulk
1291410 DoS Hulk
1291418 DoS Hulk
1291489 DoS Hulk
1291588 DoS Hulk
1291617 DoS Hulk
1291646 DoS Hulk
1293092 DoS Hulk
1293107 DoS Hulk
1294092 DoS Hulk
1294239 DoS Hulk
1294280 DoS Hulk
1294283 DoS Hulk
1294414 DoS Hulk
1295353 DoS Hulk
1295378 DoS Hulk
1295435 DoS Hulk
1295445 DoS Hulk
1295465 DoS Hulk
1295480 DoS Hulk
1295493 DoS Hulk
1295553 DoS Hulk
1295583 DoS Hulk
1295597 DoS Hulk
1296792 DoS Hulk
1296982 DoS Hulk
1297979 DoS Hulk
1298001 DoS Hulk
1298114 DoS Hulk
1298168 DoS Hulk
1298186 DoS Hulk
1299211 DoS Hulk
1300493 DoS Hulk
1300513 DoS Hulk
1300542 DoS Hulk
1300551 DoS Hulk
1300856 DoS Hulk
1300985 DoS Hulk
1301016 DoS Hulk
1301107 DoS Hulk
1301182 DoS Hulk
1301202 DoS Hulk
1302170 DoS Hulk
1302202 DoS Hulk
1302262 DoS Hulk
1302275 DoS Hulk
1302436 DoS Hulk
1302444 DoS Hulk
1302446 DoS Hulk
1303495 DoS Hulk
1303496 DoS Hulk
1304035 DoS Hulk
1304126 DoS Hulk
1304613 DoS Hulk
1304614 DoS Hulk
1304627 DoS Hulk
1304662 DoS Hulk
1304688 DoS Hulk
1304698 DoS Hulk
1304738 DoS Hulk
1304823 DoS Hulk
1304846 DoS Hulk
1305992 DoS Hulk
1305999 DoS Hulk
1306112 DoS Hulk
1306152 DoS Hulk
1306165 DoS Hulk
1306247 DoS Hulk
1306263 DoS Hulk
1307897 DoS Hulk
1307941 DoS Hulk
1307952 DoS Hulk
1308007 DoS Hulk
1308059 DoS Hulk
1308066 DoS Hulk
1308075 DoS Hulk
1308120 DoS Hulk
1308986 DoS Hulk
1310098 DoS Hulk
1310105 DoS Hulk
1310122 DoS Hulk
1310128 DoS Hulk
1310237 DoS Hulk
1310288 DoS Hulk
1310292 DoS Hulk
1311513 DoS Hulk
1311545 DoS Hulk
1311604 DoS Hulk
1311645 DoS Hulk
1312346 DoS Hulk
1312392 DoS Hulk
1312441 DoS Hulk
1312472 DoS Hulk
1312478 DoS Hulk
1312513 DoS Hulk
1312600 DoS Hulk
1312606 DoS Hulk
1312670 DoS Hulk
1312678 DoS Hulk
1313711 DoS Hulk
1313722 DoS Hulk
1313729 DoS Hulk
1314963 DoS Hulk
1314983 DoS Hulk
1315343 DoS Hulk
1315349 DoS Hulk
1315461 DoS Hulk
1315468 DoS Hulk
1316385 DoS Hulk
1316572 DoS Hulk
1316615 DoS Hulk
1316624 DoS Hulk
1317382 DoS Hulk
1317428 DoS Hulk
1317495 DoS Hulk
1317504 DoS Hulk
1317553 DoS Hulk
1317555 DoS Hulk
1318568 DoS Hulk
1318724 DoS Hulk
1318862 DoS Hulk
1318906 DoS Hulk
1318945 DoS Hulk
1319002 DoS Hulk
1319043 DoS Hulk
1319067 DoS Hulk
1319132 DoS Hulk
1320109 DoS Hulk
1320144 DoS Hulk
1320158 DoS Hulk
1320169 DoS Hulk
1320345 DoS Hulk
1320363 DoS Hulk
1321337 DoS Hulk
1321345 DoS Hulk
1321377 DoS Hulk
1321419 DoS Hulk
1321435 DoS Hulk
1322259 DoS Hulk
1322270 DoS Hulk
1323447 DoS Hulk
1323473 DoS Hulk
1323482 DoS Hulk
1323539 DoS Hulk
1323571 DoS Hulk
1323613 DoS Hulk
1324687 DoS Hulk
1324698 DoS Hulk
1324705 DoS Hulk
1324734 DoS Hulk
1324765 DoS Hulk
1324774 DoS Hulk
1324800 DoS Hulk
1324821 DoS Hulk
1324830 DoS Hulk
1324845 DoS Hulk
1326007 DoS Hulk
1326019 DoS Hulk
1326401 DoS Hulk
1326503 DoS Hulk
1326504 DoS Hulk
1326549 DoS Hulk
1326625 DoS Hulk
1326641 DoS Hulk
1326702 DoS Hulk
1326707 DoS Hulk
1327815 DoS Hulk
1327842 DoS Hulk
1328724 DoS Hulk
1328727 DoS Hulk
1328737 DoS Hulk
1328750 DoS Hulk
1328880 DoS Hulk
1329641 DoS Hulk
1329676 DoS Hulk
1329879 DoS Hulk
1329918 DoS Hulk
1329931 DoS Hulk
1329938 DoS Hulk
1329946 DoS Hulk
1329990 DoS Hulk
1330912 DoS Hulk
1330986 DoS Hulk
1331039 DoS Hulk
1331053 DoS Hulk
1331084 DoS Hulk
1331134 DoS Hulk
1331161 DoS Hulk
1331200 DoS Hulk
1331266 DoS Hulk
1332203 DoS Hulk
1332257 DoS Hulk
1332273 DoS Hulk
1332346 DoS Hulk
1333320 DoS Hulk
1333333 DoS Hulk
1333397 DoS Hulk
1333450 DoS Hulk
1334081 DoS Hulk
1334099 DoS Hulk
1334105 DoS Hulk
1334250 DoS Hulk
1334252 DoS Hulk
1334279 DoS Hulk
1334296 DoS Hulk
1334297 DoS Hulk
1335330 DoS Hulk
1335389 DoS Hulk
1335415 DoS Hulk
1335425 DoS Hulk
1335427 DoS Hulk
1335430 DoS Hulk
1335506 DoS Hulk
1336912 DoS Hulk
1336941 DoS Hulk
1337342 DoS Hulk
1337345 DoS Hulk
1337365 DoS Hulk
1337392 DoS Hulk
1337418 DoS Hulk
1337582 DoS Hulk
1337648 DoS Hulk
1338604 DoS Hulk
1338654 DoS Hulk
1338691 DoS Hulk
1339889 DoS Hulk
1339890 DoS Hulk
1339894 DoS Hulk
1339930 DoS Hulk
1340687 DoS Hulk
1340763 BENIGN
1340867 DoS Hulk
1340949 DoS Hulk
1341691 DoS Hulk
1341750 DoS Hulk
1341902 DoS Hulk
1343039 DoS Hulk
1343054 DoS Hulk
1343196 DoS Hulk
1343214 DoS Hulk
1343216 DoS Hulk
1344279 DoS Hulk
1344282 DoS Hulk
1344301 DoS Hulk
1344954 DoS Hulk
1345095 DoS Hulk
1345174 DoS Hulk
1345186 DoS Hulk
1345879 DoS Hulk
1345994 DoS Hulk
1346155 DoS Hulk
1346911 DoS Hulk
1347003 DoS Hulk
1347032 DoS Hulk
1347041 DoS Hulk
1347052 DoS Hulk
1347085 DoS Hulk
1348056 DoS Hulk
1348615 DoS Hulk
1348763 DoS Hulk
1348785 DoS Hulk
1348833 DoS Hulk
1348861 DoS Hulk
1348871 DoS Hulk
1348882 DoS Hulk
1348931 DoS Hulk
1349869 DoS Hulk
1349932 DoS Hulk
1349968 DoS Hulk
1350055 DoS Hulk
1350107 DoS Hulk
1350126 DoS Hulk
1351227 DoS Hulk
1351296 DoS Hulk
1351355 DoS Hulk
1352426 DoS Hulk
1352432 DoS Hulk
1352465 DoS Hulk
1352488 DoS Hulk
1352522 DoS Hulk
1352597 DoS Hulk
1353423 DoS Hulk
1353547 DoS Hulk
1354878 DoS Hulk
1355006 DoS Hulk
1355052 DoS Hulk
1356064 DoS Hulk
1356416 DoS Hulk
1356426 DoS Hulk
1357008 DoS Hulk
1357057 DoS Hulk
1357075 DoS Hulk
1357093 DoS Hulk
1357160 DoS Hulk
1357175 DoS Hulk
1357185 DoS Hulk
1357258 DoS Hulk
1357304 DoS Hulk
1358294 DoS Hulk
1358390 DoS Hulk
1358425 DoS Hulk
1358509 DoS Hulk
1358510 DoS Hulk
1358544 DoS Hulk
1358558 DoS Hulk
1360132 DoS Hulk
1360163 DoS Hulk
1360749 DoS Hulk
1360823 DoS Hulk
1360875 DoS Hulk
1360887 DoS Hulk
1360890 DoS Hulk
1360921 DoS Hulk
1360926 DoS Hulk
1360938 DoS Hulk
1360972 DoS Hulk
1360973 DoS Hulk
1361011 DoS Hulk
1361918 DoS Hulk
1361933 DoS Hulk
1361973 DoS Hulk
1361976 DoS Hulk
1362069 DoS Hulk
1362081 DoS Hulk
1362103 DoS Hulk
1362122 DoS Hulk
1362231 DoS Hulk
1363582 DoS Hulk
1363583 DoS Hulk
1363819 DoS Hulk
1363875 DoS Hulk
1363899 DoS Hulk
1364739 DoS Hulk
1364769 DoS Hulk
1364895 DoS Hulk
1364992 DoS Hulk
1366035 DoS Hulk
1366094 DoS Hulk
1366105 DoS Hulk
1366128 DoS Hulk
1366163 DoS Hulk
1366180 DoS Hulk
1366185 DoS Hulk
1367174 DoS Hulk
1367269 DoS Hulk
1367511 DoS Hulk
1367548 DoS Hulk
1368500 DoS Hulk
1368517 DoS Hulk
1368550 DoS Hulk
1368607 DoS Hulk
1368613 DoS Hulk
1368671 DoS Hulk
1368717 DoS Hulk
1369722 DoS Hulk
1369766 DoS Hulk
1369890 DoS Hulk
1369899 DoS Hulk
1369909 DoS Hulk
1369911 DoS Hulk
1370828 DoS Hulk
1371533 DoS Hulk
1371616 DoS Hulk
1372601 DoS Hulk
1372691 DoS Hulk
1372758 DoS Hulk
1372922 DoS Hulk
1373763 DoS Hulk
1373767 DoS Hulk
1373774 DoS Hulk
1373778 DoS Hulk
1373801 DoS Hulk
1376588 DoS Hulk
1376593 DoS Hulk
1376628 DoS Hulk
1376657 DoS Hulk
1376669 DoS Hulk
1376673 DoS Hulk
1376773 DoS Hulk
1376815 DoS Hulk
1376833 DoS Hulk
1376853 DoS Hulk
1376879 DoS Hulk
1377947 DoS Hulk
1378004 DoS Hulk
1378006 DoS Hulk
1378007 DoS Hulk
1378658 DoS Hulk
1378853 DoS Hulk
1379146 DoS Hulk
1379148 DoS Hulk
1379990 DoS Hulk
1380060 DoS Hulk
1380189 DoS Hulk
1380213 DoS Hulk
1381154 DoS Hulk
1381261 DoS Hulk
1381374 DoS Hulk
1381386 DoS Hulk
1381394 DoS Hulk
1382635 DoS Hulk
1383474 DoS Hulk
1383564 DoS Hulk
1383689 DoS Hulk
1384705 DoS Hulk
1384737 DoS Hulk
1384795 DoS Hulk
1384882 DoS Hulk
1384950 DoS Hulk
1384964 DoS Hulk
1384965 DoS Hulk
1387581 DoS Hulk
1387603 DoS Hulk
1387622 DoS Hulk
1387682 DoS Hulk
1387695 DoS Hulk
1387792 DoS Hulk
1387829 DoS Hulk
1388991 DoS Hulk
1389051 DoS Hulk
1390120 DoS Hulk
1390382 DoS Hulk
1390418 DoS Hulk
1390549 DoS Hulk
1391277 DoS Hulk
1391280 DoS Hulk
1391386 DoS Hulk
1391477 DoS Hulk
1391530 DoS Hulk
1392519 DoS Hulk
1392552 DoS Hulk
1392716 DoS Hulk
1392736 DoS Hulk
1392747 DoS Hulk
1393882 DoS Hulk
1394765 DoS Hulk
1395759 DoS Hulk
1395821 DoS Hulk
1395840 DoS Hulk
1395850 DoS Hulk
1395860 DoS Hulk
1395900 DoS Hulk
1395951 DoS Hulk
1395958 DoS Hulk
1396017 DoS Hulk
1396019 DoS Hulk
1396095 DoS Hulk
1396112 DoS Hulk
1396120 DoS Hulk
1397111 DoS Hulk
1397668 DoS Hulk
1397674 DoS Hulk
1397819 DoS Hulk
1397833 DoS Hulk
1397850 DoS Hulk
1397883 DoS Hulk
1397999 DoS Hulk
1399108 DoS Hulk
1399138 DoS Hulk
1399153 DoS Hulk
1399178 DoS Hulk
1399182 DoS Hulk
1400351 DoS Hulk
1400402 DoS Hulk
1400403 DoS Hulk
1400444 DoS Hulk
1400458 DoS Hulk
1400475 DoS Hulk
1401319 BENIGN
1401332 BENIGN
1406217 BENIGN
1406589 BENIGN
1406702 DoS Hulk
1406725 DoS Hulk
1406742 DoS Hulk
1406769 DoS Hulk
1406814 DoS Hulk
1406835 DoS Hulk
1406838 DoS Hulk
1406869 DoS Hulk
1407752 DoS Hulk
1407856 DoS Hulk
1407864 DoS Hulk
1407897 DoS Hulk
1407902 DoS Hulk
1407903 DoS Hulk
1407935 DoS Hulk
1407940 DoS Hulk
1407960 DoS Hulk
1407962 DoS Hulk
1407982 DoS Hulk
1407986 DoS Hulk
1409920 DoS Hulk
1410138 DoS Hulk
1410212 DoS Hulk
1410253 DoS Hulk
1412883 DoS Hulk
1412958 DoS Hulk
1412971 DoS Hulk
1413252 DoS Hulk
1413257 DoS Hulk
1413318 DoS Hulk
1413391 DoS Hulk
1413394 DoS Hulk
1414650 DoS Hulk
1414666 DoS Hulk
1414672 DoS Hulk
1414692 DoS Hulk
1414693 DoS Hulk
1414697 DoS Hulk
1414705 DoS Hulk
1416091 DoS Hulk
1416264 DoS Hulk
1416301 DoS Hulk
1416315 DoS Hulk
1417162 DoS Hulk
1417177 DoS Hulk
1417333 DoS Hulk
1417426 DoS Hulk
1417569 DoS Hulk
1417574 DoS Hulk
1417620 DoS Hulk
1418536 BENIGN
1418537 BENIGN
1419996 DoS Hulk
1420013 DoS Hulk
1420113 DoS Hulk
1420187 DoS Hulk
1420227 DoS Hulk
1420259 DoS Hulk
1420305 DoS Hulk
1429990 BENIGN
1434946 BENIGN
1443178 BENIGN
1446232 BENIGN
1446538 BENIGN
1448876 BENIGN
1458857 BENIGN
1460257 BENIGN
1462659 BENIGN
1468859 BENIGN
1469038 BENIGN
1477439 BENIGN
1478735 BENIGN
1481317 BENIGN
1486169 BENIGN
1492252 BENIGN
1497715 BENIGN
1516992 BENIGN
1526842 BENIGN
1533535 BENIGN
1533935 BENIGN
1535113 BENIGN
1548601 BENIGN
1552179 BENIGN
1564163 BENIGN
1576055 BENIGN
1578301 BENIGN
1580779 BENIGN
1592484 BENIGN
1619466 BENIGN
1624498 BENIGN
1639717 BENIGN
1655877 BENIGN
1672439 BENIGN
1695785 BENIGN
1723268 BENIGN
1747329 BENIGN
1764788 BENIGN
1780582 BENIGN
1805118 BENIGN
1841239 BENIGN
1861103 BENIGN
1877709 BENIGN
1879761 BENIGN
1885581 BENIGN
1890730 BENIGN
1891053 BENIGN
1891535 BENIGN
1894477 BENIGN
1902140 BENIGN
1904679 BENIGN
1910651 BENIGN
1981605 BENIGN
1984089 BENIGN
2006747 BENIGN
2023188 BENIGN
2032557 BENIGN
2079067 BENIGN
2093986 BENIGN
2096144 BENIGN
2096875 BENIGN
2100752 BENIGN
2105080 BENIGN
2117819 BENIGN
2118347 BENIGN
2123359 BENIGN
2124424 BENIGN
2134711 BENIGN
2142927 BENIGN
2145249 BENIGN
2149951 BENIGN
2152501 BENIGN
2159090 BENIGN
2176176 BENIGN
2189632 BENIGN
2215003 BENIGN
2234162 BENIGN
2245690 BENIGN
2247029 BENIGN
2248058 BENIGN
2255015 BENIGN
2257579 BENIGN
2268924 BENIGN
2269769 BENIGN
2273325 BENIGN
2278456 BENIGN
2287980 BENIGN
2301997 BENIGN
2303025 BENIGN
2315475 BENIGN
2346429 BENIGN
2347955 BENIGN
2357478 BENIGN
2383770 BENIGN
2387858 BENIGN
2395527 BENIGN
2400069 BENIGN
2410683 BENIGN
2415666 BENIGN
2418367 BENIGN
2431627 BENIGN
2438535 BENIGN
2448540 BENIGN
2454149 BENIGN
2485204 BENIGN
2485646 BENIGN
2486017 BENIGN
2490550 BENIGN
2491241 BENIGN
2497052 BENIGN
2499645 BENIGN
2502131 BENIGN
2512103 BENIGN
2516238 BENIGN
2523335 BENIGN
2526111 BENIGN
2547663 BENIGN
2551590 BENIGN
2553480 BENIGN
2593868 BENIGN
2599105 BENIGN
2611795 BENIGN
2619738 BENIGN
2620046 BENIGN
2814727 BENIGN
In [5]:
df.dtypes
Out[5]:
Flow ID object Src IP object Src Port object Dst IP object Dst Port object Protocol object Timestamp object Flow Duration object Total Fwd Packet object Total Bwd packets object Total Length of Fwd Packet object Total Length of Bwd Packet object Fwd Packet Length Max object Fwd Packet Length Min object Fwd Packet Length Mean object Fwd Packet Length Std object Bwd Packet Length Max object Bwd Packet Length Min object Bwd Packet Length Mean object Bwd Packet Length Std object Flow Bytes/s object Flow Packets/s object Flow IAT Mean object Flow IAT Std object Flow IAT Max object Flow IAT Min object Fwd IAT Total object Fwd IAT Mean object Fwd IAT Std object Fwd IAT Max object Fwd IAT Min object Bwd IAT Total object Bwd IAT Mean object Bwd IAT Std object Bwd IAT Max object Bwd IAT Min object Fwd PSH Flags object Bwd PSH Flags object Fwd URG Flags object Bwd URG Flags object Fwd Header Length object Bwd Header Length object Fwd Packets/s object Bwd Packets/s object Packet Length Min object Packet Length Max object Packet Length Mean object Packet Length Std object Packet Length Variance object FIN Flag Count object SYN Flag Count object RST Flag Count object PSH Flag Count object ACK Flag Count object URG Flag Count object CWE Flag Count object ECE Flag Count object Down/Up Ratio object Average Packet Size object Fwd Segment Size Avg object Bwd Segment Size Avg object Fwd Bytes/Bulk Avg object Fwd Packet/Bulk Avg object Fwd Bulk Rate Avg object Bwd Bytes/Bulk Avg object Bwd Packet/Bulk Avg object Bwd Bulk Rate Avg object Subflow Fwd Packets object Subflow Fwd Bytes object Subflow Bwd Packets object Subflow Bwd Bytes object FWD Init Win Bytes object Bwd Init Win Bytes object Fwd Act Data Pkts object Fwd Seg Size Min object Active Mean object Active Std object Active Max object Active Min object Idle Mean object Idle Std object Idle Max object Idle Min object Label object dtype: object
In [6]:
df.shape
Out[6]:
(2830744, 84)
In [7]:
df1.shape
Out[7]:
(1358, 84)
Labeling¶
In [8]:
# Change the 'BENIGN' to an integer
def to_bin(x):
if x == 'BENIGN':
return 0
else:
return 1
In [9]:
# Apply the criteria to a new column called 'label'
df['Label'] = df['Label'].apply(to_bin)
In [10]:
# Count the instances of malicious traffic to benign traffic
df.groupby('Label').count()
Out[10]:
| Flow ID | Src IP | Src Port | Dst IP | Dst Port | Protocol | Timestamp | Flow Duration | Total Fwd Packet | Total Bwd packets | Total Length of Fwd Packet | Total Length of Bwd Packet | Fwd Packet Length Max | Fwd Packet Length Min | Fwd Packet Length Mean | Fwd Packet Length Std | Bwd Packet Length Max | Bwd Packet Length Min | Bwd Packet Length Mean | Bwd Packet Length Std | Flow Bytes/s | Flow Packets/s | Flow IAT Mean | Flow IAT Std | Flow IAT Max | Flow IAT Min | Fwd IAT Total | Fwd IAT Mean | Fwd IAT Std | Fwd IAT Max | Fwd IAT Min | Bwd IAT Total | Bwd IAT Mean | Bwd IAT Std | Bwd IAT Max | Bwd IAT Min | Fwd PSH Flags | Bwd PSH Flags | Fwd URG Flags | Bwd URG Flags | Fwd Header Length | Bwd Header Length | Fwd Packets/s | Bwd Packets/s | Packet Length Min | Packet Length Max | Packet Length Mean | Packet Length Std | Packet Length Variance | FIN Flag Count | SYN Flag Count | RST Flag Count | PSH Flag Count | ACK Flag Count | URG Flag Count | CWE Flag Count | ECE Flag Count | Down/Up Ratio | Average Packet Size | Fwd Segment Size Avg | Bwd Segment Size Avg | Fwd Bytes/Bulk Avg | Fwd Packet/Bulk Avg | Fwd Bulk Rate Avg | Bwd Bytes/Bulk Avg | Bwd Packet/Bulk Avg | Bwd Bulk Rate Avg | Subflow Fwd Packets | Subflow Fwd Bytes | Subflow Bwd Packets | Subflow Bwd Bytes | FWD Init Win Bytes | Bwd Init Win Bytes | Fwd Act Data Pkts | Fwd Seg Size Min | Active Mean | Active Std | Active Max | Active Min | Idle Mean | Idle Std | Idle Max | Idle Min | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Label | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 0 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2272688 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 | 2273097 |
| 1 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 556698 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 | 557647 |
Drop unused features¶
In [11]:
df.drop(['Flow ID', 'Src IP', 'Dst IP'], axis=1, inplace=True)
In [12]:
# Remove headers that combine.py missed (If any)
df = df[~df['Src Port'].str.contains("Source")]
In [13]:
df.head()
Out[13]:
| Src Port | Dst Port | Protocol | Timestamp | Flow Duration | Total Fwd Packet | Total Bwd packets | Total Length of Fwd Packet | Total Length of Bwd Packet | Fwd Packet Length Max | Fwd Packet Length Min | Fwd Packet Length Mean | Fwd Packet Length Std | Bwd Packet Length Max | Bwd Packet Length Min | Bwd Packet Length Mean | Bwd Packet Length Std | Flow Bytes/s | Flow Packets/s | Flow IAT Mean | Flow IAT Std | Flow IAT Max | Flow IAT Min | Fwd IAT Total | Fwd IAT Mean | Fwd IAT Std | Fwd IAT Max | Fwd IAT Min | Bwd IAT Total | Bwd IAT Mean | Bwd IAT Std | Bwd IAT Max | Bwd IAT Min | Fwd PSH Flags | Bwd PSH Flags | Fwd URG Flags | Bwd URG Flags | Fwd Header Length | Bwd Header Length | Fwd Packets/s | Bwd Packets/s | Packet Length Min | Packet Length Max | Packet Length Mean | Packet Length Std | Packet Length Variance | FIN Flag Count | SYN Flag Count | RST Flag Count | PSH Flag Count | ACK Flag Count | URG Flag Count | CWE Flag Count | ECE Flag Count | Down/Up Ratio | Average Packet Size | Fwd Segment Size Avg | Bwd Segment Size Avg | Fwd Bytes/Bulk Avg | Fwd Packet/Bulk Avg | Fwd Bulk Rate Avg | Bwd Bytes/Bulk Avg | Bwd Packet/Bulk Avg | Bwd Bulk Rate Avg | Subflow Fwd Packets | Subflow Fwd Bytes | Subflow Bwd Packets | Subflow Bwd Bytes | FWD Init Win Bytes | Bwd Init Win Bytes | Fwd Act Data Pkts | Fwd Seg Size Min | Active Mean | Active Std | Active Max | Active Min | Idle Mean | Idle Std | Idle Max | Idle Min | Label | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 35396 | 22 | 6 | 7/7/17 1:00 | 1266342 | 41 | 44 | 2664 | 6954 | 456 | 0 | 64.97560976 | 109.864573 | 976 | 0 | 158.0454545 | 312.6752498 | 7595.10464 | 67.12246771 | 15075.5 | 104051.3997 | 948537 | 0 | 1266342 | 31658.55 | 159355.2595 | 996324 | 2 | 317671 | 7387.697674 | 19636.44809 | 104616 | 1 | 0 | 0 | 0 | 0 | 1328 | 1424 | 32.37671972 | 34.74574799 | 0 | 976 | 111.8372093 | 239.6868477 | 57449.78495 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 113.1529412 | 64.97560976 | 158.0454545 | 0 | 0 | 0 | 0 | 0 | 0 | 41 | 2664 | 44 | 6954 | 29200 | 243 | 24 | 32 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1 | 60058 | 22 | 6 | 7/7/17 1:00 | 1319353 | 41 | 44 | 2664 | 6954 | 456 | 0 | 64.97560976 | 109.864573 | 976 | 0 | 158.0454545 | 312.6752498 | 7289.93681 | 64.42551766 | 15706.58333 | 104861.8701 | 955790 | 1 | 1319353 | 32983.825 | 159247.9008 | 996423 | 1 | 363429 | 8451.837209 | 21337.26261 | 104815 | 1 | 0 | 0 | 0 | 0 | 1328 | 1424 | 31.07583793 | 33.34967973 | 0 | 976 | 111.8372093 | 239.6868477 | 57449.78495 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 113.1529412 | 64.97560976 | 158.0454545 | 0 | 0 | 0 | 0 | 0 | 0 | 41 | 2664 | 44 | 6954 | 29200 | 243 | 24 | 32 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 2 | 35396 | 22 | 6 | 7/7/17 1:00 | 160 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 12500 | 160 | 0 | 160 | 160 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 32 | 32 | 6250 | 6250 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 290 | 243 | 0 | 32 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 3 | 35398 | 22 | 6 | 7/7/17 1:00 | 1303488 | 41 | 42 | 2728 | 6634 | 456 | 0 | 66.53658537 | 110.1299454 | 976 | 0 | 157.952381 | 319.1214275 | 7182.267884 | 63.6753081 | 15896.19512 | 106554.899 | 956551 | 0 | 1303488 | 32587.2 | 160397.0499 | 997357 | 1 | 346851 | 8459.780488 | 23962.23892 | 138295 | 0 | 0 | 0 | 0 | 0 | 1328 | 1360 | 31.45406785 | 32.22124024 | 0 | 976 | 111.452381 | 241.6427915 | 58391.23867 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 112.7951807 | 66.53658537 | 157.952381 | 0 | 0 | 0 | 0 | 0 | 0 | 41 | 2728 | 42 | 6634 | 29200 | 243 | 24 | 32 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 4 | 22 | 35396 | 6 | 7/7/17 1:00 | 77 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 38961.03896 | 38.5 | 14.8492424 | 49 | 28 | 0 | 0 | 0 | 0 | 0 | 49 | 49 | 0 | 49 | 49 | 0 | 0 | 0 | 0 | 32 | 64 | 12987.01299 | 25974.02597 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 2 | 0 | 243 | 290 | 0 | 32 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
Convert Timestamp¶
In [14]:
# Convert Timestamp to UTC or universal number
def to_dt(x):
str_to_dt = datetime.datetime.strptime(x, '%m/%d/%y %H:%M')
return str_to_dt.timestamp()
In [15]:
# Apply the criteria to a new column called 'label'
df['Timestamp'] = df['Timestamp'].apply(to_dt)
How did we change the datatypes?¶
In [16]:
df.dtypes
Out[16]:
Src Port object Dst Port object Protocol object Timestamp float64 Flow Duration object Total Fwd Packet object Total Bwd packets object Total Length of Fwd Packet object Total Length of Bwd Packet object Fwd Packet Length Max object Fwd Packet Length Min object Fwd Packet Length Mean object Fwd Packet Length Std object Bwd Packet Length Max object Bwd Packet Length Min object Bwd Packet Length Mean object Bwd Packet Length Std object Flow Bytes/s object Flow Packets/s object Flow IAT Mean object Flow IAT Std object Flow IAT Max object Flow IAT Min object Fwd IAT Total object Fwd IAT Mean object Fwd IAT Std object Fwd IAT Max object Fwd IAT Min object Bwd IAT Total object Bwd IAT Mean object Bwd IAT Std object Bwd IAT Max object Bwd IAT Min object Fwd PSH Flags object Bwd PSH Flags object Fwd URG Flags object Bwd URG Flags object Fwd Header Length object Bwd Header Length object Fwd Packets/s object Bwd Packets/s object Packet Length Min object Packet Length Max object Packet Length Mean object Packet Length Std object Packet Length Variance object FIN Flag Count object SYN Flag Count object RST Flag Count object PSH Flag Count object ACK Flag Count object URG Flag Count object CWE Flag Count object ECE Flag Count object Down/Up Ratio object Average Packet Size object Fwd Segment Size Avg object Bwd Segment Size Avg object Fwd Bytes/Bulk Avg object Fwd Packet/Bulk Avg object Fwd Bulk Rate Avg object Bwd Bytes/Bulk Avg object Bwd Packet/Bulk Avg object Bwd Bulk Rate Avg object Subflow Fwd Packets object Subflow Fwd Bytes object Subflow Bwd Packets object Subflow Bwd Bytes object FWD Init Win Bytes object Bwd Init Win Bytes object Fwd Act Data Pkts object Fwd Seg Size Min object Active Mean object Active Std object Active Max object Active Min object Idle Mean object Idle Std object Idle Max object Idle Min object Label int64 dtype: object
In [17]:
df.isnull().sum().sum()
Out[17]:
1358
In [18]:
# Print NaNs
df1 = df[df.isna().any(axis=1)]
print(df1)
Src Port Dst Port Protocol Timestamp Flow Duration \
12824 52509 13370 6 1.499413e+09 0
12827 21 52508 6 1.499413e+09 0
14192 21 46058 6 1.499413e+09 0
40707 52814 57119 6 1.499414e+09 0
52456 57771 16506 6 1.499415e+09 0
56603 61529 52995 6 1.499415e+09 0
76549 21 48337 6 1.499417e+09 0
76773 443 38790 6 1.499417e+09 0
225846 443 36648 6 1.499418e+09 0
237968 443 51204 6 1.499418e+09 0
238016 21 48894 6 1.499418e+09 0
239586 21 49066 6 1.499418e+09 0
253214 443 37398 6 1.499419e+09 0
259076 443 49858 6 1.499419e+09 0
259682 55111 443 6 1.499419e+09 0
292491 443 32780 6 1.496848e+09 0
295320 51384 443 6 1.496848e+09 0
309522 59708 443 6 1.496849e+09 0
317024 443 34580 6 1.496850e+09 0
330632 57595 80 6 1.496850e+09 0
340390 48528 389 6 1.496851e+09 0
351703 443 58868 6 1.496851e+09 0
351960 59396 80 6 1.496852e+09 0
381594 443 58286 6 1.496854e+09 0
388752 60554 80 6 1.496854e+09 0
391642 50170 56471 6 1.496854e+09 0
397833 46476 80 6 1.496855e+09 0
400275 443 46791 6 1.496855e+09 0
411233 60562 23083 6 1.496857e+09 0
413228 21 46808 6 1.496857e+09 0
423744 21 47072 6 1.496858e+09 0
424662 443 41192 6 1.496858e+09 0
432141 47005 50906 6 1.496858e+09 0
449922 32856 443 6 1.496860e+09 0
454811 443 58656 6 1.496862e+09 0
467666 49321 9477 6 1.499441e+09 0
477735 443 34588 6 1.499441e+09 0
480623 45641 443 6 1.499442e+09 0
483208 46474 80 6 1.499442e+09 0
491375 49947 13146 6 1.499442e+09 0
492936 443 57172 6 1.499442e+09 0
493717 443 57206 6 1.499442e+09 0
496563 443 51574 6 1.499443e+09 0
506646 80 38752 6 1.499443e+09 0
514627 80 60578 6 1.499443e+09 0
520541 443 58310 6 1.499444e+09 0
527650 443 47482 6 1.499444e+09 0
544591 50956 80 6 1.499445e+09 0
564174 21 51088 6 1.499445e+09 0
577116 51137 22987 6 1.499447e+09 0
579774 443 56682 6 1.499447e+09 0
583115 443 51395 6 1.499447e+09 0
583236 443 51430 6 1.499447e+09 0
586992 443 37055 6 1.499447e+09 0
588220 80 48160 6 1.499447e+09 0
588675 21 51465 6 1.499447e+09 0
588816 59170 443 6 1.499447e+09 0
592109 51638 5943 6 1.499448e+09 0
615709 51916 31842 6 1.499449e+09 0
621691 54600 80 6 1.499450e+09 0
628611 52188 41029 6 1.499450e+09 0
637234 389 42344 6 1.499451e+09 0
646039 21 45594 6 1.499453e+09 0
647957 88 55824 6 1.491577e+09 0
647994 49671 1029 6 1.491577e+09 0
648003 49671 49422 6 1.491577e+09 0
648063 88 49169 6 1.491577e+09 0
649296 1582 443 6 1.491577e+09 0
650145 49671 49198 6 1.491578e+09 0
650337 49666 49196 6 1.491578e+09 0
651249 443 50016 6 1.491578e+09 0
651439 54612 443 6 1.491578e+09 0
653257 49418 443 6 1.491578e+09 0
662090 49643 80 6 1.491579e+09 0
662309 80 51868 6 1.491579e+09 0
668666 50434 80 6 1.491579e+09 0
670391 443 50315 6 1.491579e+09 0
678340 50585 443 6 1.491580e+09 0
678445 50071 443 6 1.491580e+09 0
679313 50102 80 6 1.491580e+09 0
679570 443 2588 6 1.491580e+09 0
679939 51610 443 6 1.491580e+09 0
681009 80 50220 6 1.491580e+09 0
685788 50316 80 6 1.491580e+09 0
687794 50632 80 6 1.491580e+09 0
688499 49994 443 6 1.491580e+09 0
689428 51035 443 6 1.491580e+09 0
689893 51742 80 6 1.491580e+09 0
690552 51009 443 6 1.491580e+09 0
693439 443 51970 6 1.491580e+09 0
694541 443 2825 6 1.491581e+09 0
694804 443 51683 6 1.491581e+09 0
695695 445 51118 6 1.491581e+09 0
704551 443 52238 6 1.491581e+09 0
704769 51471 443 6 1.491581e+09 0
705468 443 60230 6 1.491581e+09 0
712305 52057 22 6 1.491582e+09 0
713713 443 53683 6 1.491582e+09 0
718719 443 55608 6 1.491583e+09 0
722956 443 52977 6 1.491583e+09 0
725186 50755 80 6 1.491583e+09 0
727825 135 53287 6 1.491584e+09 0
728018 443 54086 6 1.491584e+09 0
731161 135 51156 6 1.491584e+09 0
732485 443 53099 6 1.491584e+09 0
734079 443 3894 6 1.491584e+09 0
734395 443 38597 6 1.491584e+09 0
735584 51394 80 6 1.491584e+09 0
739758 54864 80 6 1.491585e+09 0
740221 51558 8698 6 1.491585e+09 0
741367 443 58140 6 1.491585e+09 0
744314 52514 443 6 1.491585e+09 0
744387 53525 443 6 1.491585e+09 0
751264 443 36694 6 1.491586e+09 0
753547 443 40705 6 1.491586e+09 0
757444 443 53715 6 1.491586e+09 0
760030 443 55448 6 1.491587e+09 0
762001 54030 80 6 1.491587e+09 0
764829 21 58078 6 1.491587e+09 0
765480 53371 57718 6 1.491587e+09 0
772050 80 54742 6 1.491588e+09 0
772343 56803 22 6 1.491588e+09 0
772344 54747 22 6 1.491588e+09 0
773726 21 56851 6 1.491589e+09 0
780180 445 53040 6 1.491591e+09 0
781171 443 55037 6 1.491549e+09 0
784586 443 5862 6 1.491549e+09 0
791400 443 54496 6 1.491550e+09 0
791853 54462 80 6 1.491550e+09 0
791872 56113 443 6 1.491550e+09 0
795384 55504 80 6 1.491551e+09 0
795797 21 58850 6 1.491551e+09 0
803236 80 6594 6 1.491552e+09 0
805265 56840 43639 6 1.491552e+09 0
808935 443 54799 6 1.491552e+09 0
809018 57001 80 6 1.491552e+09 0
809431 389 46348 6 1.491552e+09 0
815492 54037 80 6 1.491553e+09 0
820993 58929 12001 6 1.491553e+09 0
824382 59209 63962 6 1.491554e+09 0
834088 443 58266 6 1.491554e+09 0
834429 443 55095 6 1.491554e+09 0
837476 59734 443 6 1.491554e+09 0
837756 55712 21 6 1.491554e+09 0
838830 55805 80 6 1.491554e+09 0
840002 55978 80 6 1.491555e+09 0
841716 56082 443 6 1.491555e+09 0
841977 56046 80 6 1.491555e+09 0
843735 55503 80 6 1.491555e+09 0
847806 56726 80 6 1.491555e+09 0
849299 56353 80 6 1.491555e+09 0
850930 21 37680 6 1.491556e+09 0
858759 61819 43700 6 1.491556e+09 0
860763 57001 80 6 1.491557e+09 0
861220 45701 80 6 1.491557e+09 0
867704 59376 80 6 1.491557e+09 0
869775 443 8024 6 1.491557e+09 0
869950 63141 55707 6 1.491557e+09 0
870078 443 56741 6 1.491557e+09 0
870720 56010 443 6 1.491557e+09 0
871839 63169 44183 6 1.491558e+09 0
871843 21 63168 6 1.491558e+09 0
883298 58159 443 6 1.491559e+09 0
884869 8744 22 6 1.491560e+09 0
885820 21 39422 6 1.491560e+09 0
891777 443 56450 6 1.491560e+09 0
896071 9784 443 6 1.491561e+09 0
896603 9993 80 6 1.491561e+09 0
897460 443 10104 6 1.491561e+09 0
897899 10430 443 6 1.491561e+09 0
899792 443 33378 6 1.491561e+09 0
899832 443 36738 6 1.491561e+09 0
902393 443 9109 6 1.491561e+09 0
912689 64087 6581 6 1.491562e+09 0
914356 443 49852 6 1.491562e+09 0
918579 59550 443 6 1.491562e+09 0
918622 64288 40502 6 1.491562e+09 0
920456 57354 443 6 1.491562e+09 0
921403 443 53705 6 1.491562e+09 0
921809 389 54298 6 1.491562e+09 0
924473 389 60173 6 1.491563e+09 0
927107 80 51015 6 1.491580e+09 0
927666 32961 80 6 1.491555e+09 0
927743 55850 443 6 1.491550e+09 0
929025 43690 443 6 1.491585e+09 0
936691 58754 443 6 1.491558e+09 0
937383 35424 443 6 1.491583e+09 0
940949 21 53304 6 1.491579e+09 0
943648 35500 443 6 1.491587e+09 0
945085 57244 443 6 1.491557e+09 0
950002 21 57402 6 1.491581e+09 0
951986 42872 443 6 1.491578e+09 0
954590 80 51372 6 1.491585e+09 0
956532 49729 443 6 1.491549e+09 0
958822 54809 443 6 1.491591e+09 0
958902 42800 443 6 1.491583e+09 0
964718 51878 443 6 1.491585e+09 0
964879 54888 443 6 1.491591e+09 0
969462 33462 443 6 1.491584e+09 0
973079 21 54168 6 1.491579e+09 0
976160 443 53686 6 1.491586e+09 0
977296 80 56989 6 1.491552e+09 0
978781 50595 443 6 1.491583e+09 0
979327 58210 443 6 1.491557e+09 0
984455 80 52076 6 1.491580e+09 0
985808 57820 443 6 1.491562e+09 0
987660 80 50718 6 1.491580e+09 0
987712 36874 56624 6 1.491552e+09 0
988293 43372 48890 6 1.491553e+09 0
989837 53419 443 6 1.491588e+09 0
992059 38548 443 6 1.491562e+09 0
992858 443 8556 6 1.491560e+09 0
992992 45968 443 6 1.491555e+09 0
994811 80 51970 6 1.491587e+09 0
995997 80 49893 6 1.491579e+09 0
997057 21 60022 6 1.491582e+09 0
997896 80 55238 6 1.491554e+09 0
998138 43396 443 6 1.491558e+09 0
998479 50562 443 6 1.491583e+09 0
1001638 55691 443 6 1.491550e+09 0
1001699 443 54233 6 1.491589e+09 0
1004877 443 2303 6 1.491579e+09 0
1008766 42058 443 6 1.491562e+09 0
1011823 443 54431 6 1.491590e+09 0
1011954 21 58784 6 1.491581e+09 0
1014041 59560 80 6 1.491554e+09 0
1015724 55172 34477 6 1.491591e+09 0
1016680 80 50722 6 1.491579e+09 0
1017764 46996 443 6 1.491584e+09 0
1019100 41958 443 6 1.491583e+09 0
1022338 34470 443 6 1.491586e+09 0
1023701 21 52404 6 1.491578e+09 0
1023714 21 52640 6 1.491579e+09 0
1024229 33040 17742 6 1.491589e+09 0
1024268 51295 443 6 1.491584e+09 0
1027275 21 53814 6 1.491579e+09 0
1029044 63391 443 6 1.491561e+09 0
1029630 42257 443 6 1.491561e+09 0
1031364 41496 443 6 1.491557e+09 0
1037377 52320 443 6 1.491581e+09 0
1038117 21 59792 6 1.491582e+09 0
1041619 443 57009 6 1.491562e+09 0
1045501 21 53116 6 1.491579e+09 0
1052216 42610 443 6 1.491551e+09 0
1053249 58517 443 6 1.491553e+09 0
1054508 443 58065 6 1.491554e+09 0
1054673 443 1241 6 1.491577e+09 0
1055843 80 50954 6 1.491581e+09 0
1062084 80 49651 6 1.491578e+09 0
1062094 48880 443 6 1.491560e+09 0
1068576 39949 443 6 1.491549e+09 0
1069510 33424 443 6 1.491582e+09 0
1070538 59811 21009 6 1.491562e+09 0
1070577 53720 443 6 1.491588e+09 0
1075162 45099 443 6 1.491562e+09 0
1075549 80 49925 6 1.491579e+09 0
1078336 443 57981 6 1.491559e+09 0
1080515 33479 443 6 1.491561e+09 0
1083129 443 42486 6 1.491558e+09 0
1083494 49949 443 6 1.491580e+09 0
1084092 443 51946 6 1.491581e+09 0
1086245 443 51695 6 1.491585e+09 0
1087496 80 49894 6 1.491579e+09 0
1088225 61924 18323 6 1.491560e+09 0
1098882 36594 80 6 1.494169e+09 0
1099609 443 49578 6 1.494169e+09 0
1102157 21 59597 6 1.494170e+09 0
1102328 443 41699 6 1.494170e+09 0
1108538 49850 43832 6 1.494171e+09 0
1127734 443 53739 6 1.494173e+09 0
1127735 443 53742 6 1.494173e+09 0
1135687 443 52606 6 1.494173e+09 0
1138274 443 50515 6 1.494174e+09 0
1152443 50688 12147 6 1.494175e+09 0
1160582 443 50464 6 1.494175e+09 0
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Flow IAT Std Flow IAT Max Flow IAT Min Fwd IAT Total Fwd IAT Mean \
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Fwd IAT Std Fwd IAT Max Fwd IAT Min Bwd IAT Total Bwd IAT Mean \
12824 0 0 0 0 0
12827 0 0 0 0 0
14192 0 0 0 0 0
40707 0 0 0 0 0
52456 0 0 0 0 0
56603 0 0 0 0 0
76549 0 0 0 0 0
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1376628 0 0 0 0 0
1376657 0 0 0 0 0
1376669 0 0 0 0 0
1376673 0 0 0 0 0
1376773 0 0 0 0 0
1376815 0 0 0 0 0
1376833 0 0 0 0 0
1376853 0 0 0 0 0
1376879 0 0 0 0 0
1377947 0 0 0 0 0
1378004 0 0 0 0 0
1378006 0 0 0 0 0
1378007 0 0 0 0 0
1378658 0 0 0 0 0
1378853 0 0 0 0 0
1379146 0 0 0 0 0
1379148 0 0 0 0 0
1379990 0 0 0 0 0
1380060 0 0 0 0 0
1380189 0 0 0 0 0
1380213 0 0 0 0 0
1381154 0 0 0 0 0
1381261 0 0 0 0 0
1381374 0 0 0 0 0
1381386 0 0 0 0 0
1381394 0 0 0 0 0
1382635 0 0 0 0 0
1383474 0 0 0 0 0
1383564 0 0 0 0 0
1383689 0 0 0 0 0
1384705 0 0 0 0 0
1384737 0 0 0 0 0
1384795 0 0 0 0 0
1384882 0 0 0 0 0
1384950 0 0 0 0 0
1384964 0 0 0 0 0
1384965 0 0 0 0 0
1387581 0 0 0 0 0
1387603 0 0 0 0 0
1387622 0 0 0 0 0
1387682 0 0 0 0 0
1387695 0 0 0 0 0
1387792 0 0 0 0 0
1387829 0 0 0 0 0
1388991 0 0 0 0 0
1389051 0 0 0 0 0
1390120 0 0 0 0 0
1390382 0 0 0 0 0
1390418 0 0 0 0 0
1390549 0 0 0 0 0
1391277 0 0 0 0 0
1391280 0 0 0 0 0
1391386 0 0 0 0 0
1391477 0 0 0 0 0
1391530 0 0 0 0 0
1392519 0 0 0 0 0
1392552 0 0 0 0 0
1392716 0 0 0 0 0
1392736 0 0 0 0 0
1392747 0 0 0 0 0
1393882 0 0 0 0 0
1394765 0 0 0 0 0
1395759 0 0 0 0 0
1395821 0 0 0 0 0
1395840 0 0 0 0 0
1395850 0 0 0 0 0
1395860 0 0 0 0 0
1395900 0 0 0 0 0
1395951 0 0 0 0 0
1395958 0 0 0 0 0
1396017 0 0 0 0 0
1396019 0 0 0 0 0
1396095 0 0 0 0 0
1396112 0 0 0 0 0
1396120 0 0 0 0 0
1397111 0 0 0 0 0
1397668 0 0 0 0 0
1397674 0 0 0 0 0
1397819 0 0 0 0 0
1397833 0 0 0 0 0
1397850 0 0 0 0 0
1397883 0 0 0 0 0
1397999 0 0 0 0 0
1399108 0 0 0 0 0
1399138 0 0 0 0 0
1399153 0 0 0 0 0
1399178 0 0 0 0 0
1399182 0 0 0 0 0
1400351 0 0 0 0 0
1400402 0 0 0 0 0
1400403 0 0 0 0 0
1400444 0 0 0 0 0
1400458 0 0 0 0 0
1400475 0 0 0 0 0
1401319 0 0 0 0 0
1401332 0 0 0 0 0
1406217 0 0 0 0 0
1406589 0 0 0 0 0
1406702 0 0 0 0 0
1406725 0 0 0 0 0
1406742 0 0 0 0 0
1406769 0 0 0 0 0
1406814 0 0 0 0 0
1406835 0 0 0 0 0
1406838 0 0 0 0 0
1406869 0 0 0 0 0
1407752 0 0 0 0 0
1407856 0 0 0 0 0
1407864 0 0 0 0 0
1407897 0 0 0 0 0
1407902 0 0 0 0 0
1407903 0 0 0 0 0
1407935 0 0 0 0 0
1407940 0 0 0 0 0
1407960 0 0 0 0 0
1407962 0 0 0 0 0
1407982 0 0 0 0 0
1407986 0 0 0 0 0
1409920 0 0 0 0 0
1410138 0 0 0 0 0
1410212 0 0 0 0 0
1410253 0 0 0 0 0
1412883 0 0 0 0 0
1412958 0 0 0 0 0
1412971 0 0 0 0 0
1413252 0 0 0 0 0
1413257 0 0 0 0 0
1413318 0 0 0 0 0
1413391 0 0 0 0 0
1413394 0 0 0 0 0
1414650 0 0 0 0 0
1414666 0 0 0 0 0
1414672 0 0 0 0 0
1414692 0 0 0 0 0
1414693 0 0 0 0 0
1414697 0 0 0 0 0
1414705 0 0 0 0 0
1416091 0 0 0 0 0
1416264 0 0 0 0 0
1416301 0 0 0 0 0
1416315 0 0 0 0 0
1417162 0 0 0 0 0
1417177 0 0 0 0 0
1417333 0 0 0 0 0
1417426 0 0 0 0 0
1417569 0 0 0 0 0
1417574 0 0 0 0 0
1417620 0 0 0 0 0
1418536 0 0 0 0 0
1418537 0 0 0 0 0
1419996 0 0 0 0 0
1420013 0 0 0 0 0
1420113 0 0 0 0 0
1420187 0 0 0 0 0
1420227 0 0 0 0 0
1420259 0 0 0 0 0
1420305 0 0 0 0 0
1429990 0 0 0 0 0
1434946 0 0 0 0 0
1443178 0 0 0 0 0
1446232 0 0 0 0 0
1446538 0 0 0 0 0
1448876 0 0 0 0 0
1458857 0 0 0 0 0
1460257 0 0 0 0 0
1462659 0 0 0 0 0
1468859 0 0 0 0 0
1469038 0 0 0 0 0
1477439 0 0 0 0 0
1478735 0 0 0 0 0
1481317 0 0 0 0 0
1486169 0 0 0 0 0
1492252 0 0 0 0 0
1497715 0 0 0 0 0
1516992 0 0 0 0 0
1526842 0 0 0 0 0
1533535 0 0 0 0 0
1533935 0 0 0 0 0
1535113 0 0 0 0 0
1548601 0 0 0 0 0
1552179 0 0 0 0 0
1564163 0 0 0 0 0
1576055 0 0 0 0 0
1578301 0 0 0 0 0
1580779 0 0 0 0 0
1592484 0 0 0 0 0
1619466 0 0 0 0 0
1624498 0 0 0 0 0
1639717 0 0 0 0 0
1655877 0 0 0 0 0
1672439 0 0 0 0 0
1695785 0 0 0 0 0
1723268 0 0 0 0 0
1747329 0 0 0 0 0
1764788 0 0 0 0 0
1780582 0 0 0 0 0
1805118 0 0 0 0 0
1841239 0 0 0 0 0
1861103 0 0 0 0 0
1877709 0 0 0 0 0
1879761 0 0 0 0 0
1885581 0 0 0 0 0
1890730 0 0 0 0 0
1891053 0 0 0 0 0
1891535 0 0 0 0 0
1894477 0 0 0 0 0
1902140 0 0 0 0 0
1904679 0 0 0 0 0
1910651 0 0 0 0 0
1981605 0 0 0 0 0
1984089 0 0 0 0 0
2006747 0 0 0 0 0
2023188 0 0 0 0 0
2032557 0 0 0 0 0
2079067 0 0 0 0 0
2093986 0 0 0 0 0
2096144 0 0 0 0 0
2096875 0 0 0 0 0
2100752 0 0 0 0 0
2105080 0 0 0 0 0
2117819 0 0 0 0 0
2118347 0 0 0 0 0
2123359 0 0 0 0 0
2124424 0 0 0 0 0
2134711 0 0 0 0 0
2142927 0 0 0 0 0
2145249 0 0 0 0 0
2149951 0 0 0 0 0
2152501 0 0 0 0 0
2159090 0 0 0 0 0
2176176 0 0 0 0 0
2189632 0 0 0 0 0
2215003 0 0 0 0 0
2234162 0 0 0 0 0
2245690 0 0 0 0 0
2247029 0 0 0 0 0
2248058 0 0 0 0 0
2255015 0 0 0 0 0
2257579 0 0 0 0 0
2268924 0 0 0 0 0
2269769 0 0 0 0 0
2273325 0 0 0 0 0
2278456 0 0 0 0 0
2287980 0 0 0 0 0
2301997 0 0 0 0 0
2303025 0 0 0 0 0
2315475 0 0 0 0 0
2346429 0 0 0 0 0
2347955 0 0 0 0 0
2357478 0 0 0 0 0
2383770 0 0 0 0 0
2387858 0 0 0 0 0
2395527 0 0 0 0 0
2400069 0 0 0 0 0
2410683 0 0 0 0 0
2415666 0 0 0 0 0
2418367 0 0 0 0 0
2431627 0 0 0 0 0
2438535 0 0 0 0 0
2448540 0 0 0 0 0
2454149 0 0 0 0 0
2485204 0 0 0 0 0
2485646 0 0 0 0 0
2486017 0 0 0 0 0
2490550 0 0 0 0 0
2491241 0 0 0 0 0
2497052 0 0 0 0 0
2499645 0 0 0 0 0
2502131 0 0 0 0 0
2512103 0 0 0 0 0
2516238 0 0 0 0 0
2523335 0 0 0 0 0
2526111 0 0 0 0 0
2547663 0 0 0 0 0
2551590 0 0 0 0 0
2553480 0 0 0 0 0
2593868 0 0 0 0 0
2599105 0 0 0 0 0
2611795 0 0 0 0 0
2619738 0 0 0 0 0
2620046 0 0 0 0 0
2814727 0 0 0 0 0
Bwd IAT Std Bwd IAT Max Bwd IAT Min Fwd PSH Flags Bwd PSH Flags \
12824 0 0 0 0 0
12827 0 0 0 0 0
14192 0 0 0 0 0
40707 0 0 0 0 0
52456 0 0 0 0 0
56603 0 0 0 0 0
76549 0 0 0 0 0
76773 0 0 0 0 0
225846 0 0 0 0 0
237968 0 0 0 0 0
238016 0 0 0 0 0
239586 0 0 0 0 0
253214 0 0 0 0 0
259076 0 0 0 0 0
259682 0 0 0 0 0
292491 0 0 0 0 0
295320 0 0 0 0 0
309522 0 0 0 0 0
317024 0 0 0 0 0
330632 0 0 0 0 0
340390 0 0 0 0 0
351703 0 0 0 0 0
351960 0 0 0 0 0
381594 0 0 0 0 0
388752 0 0 0 0 0
391642 0 0 0 0 0
397833 0 0 0 0 0
400275 0 0 0 0 0
411233 0 0 0 0 0
413228 0 0 0 0 0
423744 0 0 0 0 0
424662 0 0 0 0 0
432141 0 0 0 0 0
449922 0 0 0 0 0
454811 0 0 0 0 0
467666 0 0 0 0 0
477735 0 0 0 0 0
480623 0 0 0 0 0
483208 0 0 0 0 0
491375 0 0 0 0 0
492936 0 0 0 0 0
493717 0 0 0 0 0
496563 0 0 0 0 0
506646 0 0 0 0 0
514627 0 0 0 0 0
520541 0 0 0 0 0
527650 0 0 0 0 0
544591 0 0 0 0 0
564174 0 0 0 0 0
577116 0 0 0 0 0
579774 0 0 0 0 0
583115 0 0 0 0 0
583236 0 0 0 0 0
586992 0 0 0 0 0
588220 0 0 0 0 0
588675 0 0 0 0 0
588816 0 0 0 0 0
592109 0 0 0 0 0
615709 0 0 0 0 0
621691 0 0 0 0 0
628611 0 0 0 0 0
637234 0 0 0 0 0
646039 0 0 0 0 0
647957 0 0 0 0 0
647994 0 0 0 0 0
648003 0 0 0 0 0
648063 0 0 0 0 0
649296 0 0 0 0 0
650145 0 0 0 0 0
650337 0 0 0 0 0
651249 0 0 0 0 0
651439 0 0 0 0 0
653257 0 0 0 0 0
662090 0 0 0 0 0
662309 0 0 0 0 0
668666 0 0 0 0 0
670391 0 0 0 0 0
678340 0 0 0 0 0
678445 0 0 0 0 0
679313 0 0 0 0 0
679570 0 0 0 0 0
679939 0 0 0 0 0
681009 0 0 0 0 0
685788 0 0 0 0 0
687794 0 0 0 0 0
688499 0 0 0 0 0
689428 0 0 0 0 0
689893 0 0 0 0 0
690552 0 0 0 0 0
693439 0 0 0 0 0
694541 0 0 0 0 0
694804 0 0 0 0 0
695695 0 0 0 0 0
704551 0 0 0 0 0
704769 0 0 0 0 0
705468 0 0 0 0 0
712305 0 0 0 0 0
713713 0 0 0 0 0
718719 0 0 0 0 0
722956 0 0 0 0 0
725186 0 0 0 0 0
727825 0 0 0 0 0
728018 0 0 0 0 0
731161 0 0 0 0 0
732485 0 0 0 0 0
734079 0 0 0 0 0
734395 0 0 0 0 0
735584 0 0 0 0 0
739758 0 0 0 0 0
740221 0 0 0 0 0
741367 0 0 0 0 0
744314 0 0 0 0 0
744387 0 0 0 0 0
751264 0 0 0 0 0
753547 0 0 0 0 0
757444 0 0 0 0 0
760030 0 0 0 0 0
762001 0 0 0 0 0
764829 0 0 0 0 0
765480 0 0 0 0 0
772050 0 0 0 0 0
772343 0 0 0 0 0
772344 0 0 0 0 0
773726 0 0 0 0 0
780180 0 0 0 0 0
781171 0 0 0 0 0
784586 0 0 0 0 0
791400 0 0 0 0 0
791853 0 0 0 0 0
791872 0 0 0 0 0
795384 0 0 0 0 0
795797 0 0 0 0 0
803236 0 0 0 0 0
805265 0 0 0 0 0
808935 0 0 0 0 0
809018 0 0 0 0 0
809431 0 0 0 0 0
815492 0 0 0 0 0
820993 0 0 0 0 0
824382 0 0 0 0 0
834088 0 0 0 0 0
834429 0 0 0 0 0
837476 0 0 0 0 0
837756 0 0 0 0 0
838830 0 0 0 0 0
840002 0 0 0 0 0
841716 0 0 0 0 0
841977 0 0 0 0 0
843735 0 0 0 0 0
847806 0 0 0 0 0
849299 0 0 0 0 0
850930 0 0 0 0 0
858759 0 0 0 0 0
860763 0 0 0 0 0
861220 0 0 0 0 0
867704 0 0 0 0 0
869775 0 0 0 0 0
869950 0 0 0 0 0
870078 0 0 0 0 0
870720 0 0 0 0 0
871839 0 0 0 0 0
871843 0 0 0 0 0
883298 0 0 0 0 0
884869 0 0 0 0 0
885820 0 0 0 0 0
891777 0 0 0 0 0
896071 0 0 0 0 0
896603 0 0 0 0 0
897460 0 0 0 0 0
897899 0 0 0 0 0
899792 0 0 0 0 0
899832 0 0 0 0 0
902393 0 0 0 0 0
912689 0 0 0 0 0
914356 0 0 0 0 0
918579 0 0 0 0 0
918622 0 0 0 0 0
920456 0 0 0 0 0
921403 0 0 0 0 0
921809 0 0 0 0 0
924473 0 0 0 0 0
927107 0 0 0 0 0
927666 0 0 0 0 0
927743 0 0 0 0 0
929025 0 0 0 0 0
936691 0 0 0 0 0
937383 0 0 0 0 0
940949 0 0 0 0 0
943648 0 0 0 0 0
945085 0 0 0 0 0
950002 0 0 0 0 0
951986 0 0 0 0 0
954590 0 0 0 0 0
956532 0 0 0 0 0
958822 0 0 0 0 0
958902 0 0 0 0 0
964718 0 0 0 0 0
964879 0 0 0 0 0
969462 0 0 0 0 0
973079 0 0 0 0 0
976160 0 0 0 0 0
977296 0 0 0 0 0
978781 0 0 0 0 0
979327 0 0 0 0 0
984455 0 0 0 0 0
985808 0 0 0 0 0
987660 0 0 0 0 0
987712 0 0 0 0 0
988293 0 0 0 0 0
989837 0 0 0 0 0
992059 0 0 0 0 0
992858 0 0 0 0 0
992992 0 0 0 0 0
994811 0 0 0 0 0
995997 0 0 0 0 0
997057 0 0 0 0 0
997896 0 0 0 0 0
998138 0 0 0 0 0
998479 0 0 0 0 0
1001638 0 0 0 0 0
1001699 0 0 0 0 0
1004877 0 0 0 0 0
1008766 0 0 0 0 0
1011823 0 0 0 0 0
1011954 0 0 0 0 0
1014041 0 0 0 0 0
1015724 0 0 0 0 0
1016680 0 0 0 0 0
1017764 0 0 0 0 0
1019100 0 0 0 0 0
1022338 0 0 0 0 0
1023701 0 0 0 0 0
1023714 0 0 0 0 0
1024229 0 0 0 0 0
1024268 0 0 0 0 0
1027275 0 0 0 0 0
1029044 0 0 0 0 0
1029630 0 0 0 0 0
1031364 0 0 0 0 0
1037377 0 0 0 0 0
1038117 0 0 0 0 0
1041619 0 0 0 0 0
1045501 0 0 0 0 0
1052216 0 0 0 0 0
1053249 0 0 0 0 0
1054508 0 0 0 0 0
1054673 0 0 0 0 0
1055843 0 0 0 0 0
1062084 0 0 0 0 0
1062094 0 0 0 0 0
1068576 0 0 0 0 0
1069510 0 0 0 0 0
1070538 0 0 0 0 0
1070577 0 0 0 0 0
1075162 0 0 0 0 0
1075549 0 0 0 0 0
1078336 0 0 0 0 0
1080515 0 0 0 0 0
1083129 0 0 0 0 0
1083494 0 0 0 0 0
1084092 0 0 0 0 0
1086245 0 0 0 0 0
1087496 0 0 0 0 0
1088225 0 0 0 0 0
1098882 0 0 0 0 0
1099609 0 0 0 0 0
1102157 0 0 0 0 0
1102328 0 0 0 0 0
1108538 0 0 0 0 0
1127734 0 0 0 0 0
1127735 0 0 0 0 0
1135687 0 0 0 0 0
1138274 0 0 0 0 0
1152443 0 0 0 0 0
1160582 0 0 0 0 0
1161169 0 0 0 0 0
1168650 0 0 0 0 0
1168772 0 0 0 0 0
1168904 0 0 0 0 0
1169087 0 0 0 0 0
1169311 0 0 0 0 0
1169349 0 0 0 0 0
1169375 0 0 0 0 0
1169582 0 0 0 0 0
1171086 0 0 0 0 0
1171275 0 0 0 0 0
1171375 0 0 0 0 0
1171426 0 0 0 0 0
1171547 0 0 0 0 0
1171690 0 0 0 0 0
1171700 0 0 0 0 0
1171782 0 0 0 0 0
1171794 0 0 0 0 0
1171833 0 0 0 0 0
1173174 0 0 0 0 0
1173506 0 0 0 0 0
1173559 0 0 0 0 0
1173561 0 0 0 0 0
1174738 0 0 0 0 0
1175274 0 0 0 0 0
1175285 0 0 0 0 0
1176701 0 0 0 0 0
1177046 0 0 0 0 0
1177083 0 0 0 0 0
1177102 0 0 0 0 0
1177138 0 0 0 0 0
1178806 0 0 0 0 0
1178830 0 0 0 0 0
1178868 0 0 0 0 0
1180583 0 0 0 0 0
1180873 0 0 0 0 0
1180974 0 0 0 0 0
1181470 0 0 0 0 0
1181585 0 0 0 0 0
1181644 0 0 0 0 0
1181987 0 0 0 0 0
1182007 0 0 0 0 0
1182019 0 0 0 0 0
1182143 0 0 0 0 0
1182266 0 0 0 0 0
1182312 0 0 0 0 0
1182430 0 0 0 0 0
1182529 0 0 0 0 0
1182682 0 0 0 0 0
1182705 0 0 0 0 0
1183975 0 0 0 0 0
1184163 0 0 0 0 0
1184723 0 0 0 0 0
1184798 0 0 0 0 0
1187148 0 0 0 0 0
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1187586 0 0 0 0 0
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1188220 0 0 0 0 0
1189674 0 0 0 0 0
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1189961 0 0 0 0 0
1190320 0 0 0 0 0
1191549 0 0 0 0 0
1193347 0 0 0 0 0
1193372 0 0 0 0 0
1193415 0 0 0 0 0
1193520 0 0 0 0 0
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1193787 0 0 0 0 0
1194001 0 0 0 0 0
1195093 0 0 0 0 0
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1195780 0 0 0 0 0
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1198568 0 0 0 0 0
1198696 0 0 0 0 0
1201035 0 0 0 0 0
1201698 0 0 0 0 0
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1203115 0 0 0 0 0
1203226 0 0 0 0 0
1203256 0 0 0 0 0
1203269 0 0 0 0 0
1203296 0 0 0 0 0
1204454 0 0 0 0 0
1204467 0 0 0 0 0
1205230 0 0 0 0 0
1205478 0 0 0 0 0
1206523 0 0 0 0 0
1206572 0 0 0 0 0
1206645 0 0 0 0 0
1207821 0 0 0 0 0
1208808 0 0 0 0 0
1208824 0 0 0 0 0
1208848 0 0 0 0 0
1209002 0 0 0 0 0
1209052 0 0 0 0 0
1209058 0 0 0 0 0
1209103 0 0 0 0 0
1209108 0 0 0 0 0
1210129 0 0 0 0 0
1210196 0 0 0 0 0
1210212 0 0 0 0 0
1210293 0 0 0 0 0
1210340 0 0 0 0 0
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1212704 0 0 0 0 0
1213433 0 0 0 0 0
1213491 0 0 0 0 0
1213553 0 0 0 0 0
1213576 0 0 0 0 0
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1213695 0 0 0 0 0
1213746 0 0 0 0 0
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1214744 0 0 0 0 0
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1214813 0 0 0 0 0
1216258 0 0 0 0 0
1216650 0 0 0 0 0
1216778 0 0 0 0 0
1216880 0 0 0 0 0
1216986 0 0 0 0 0
1218029 0 0 0 0 0
1218080 0 0 0 0 0
1218129 0 0 0 0 0
1218206 0 0 0 0 0
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1220477 0 0 0 0 0
1221457 0 0 0 0 0
1221588 0 0 0 0 0
1221596 0 0 0 0 0
1221617 0 0 0 0 0
1221620 0 0 0 0 0
1221702 0 0 0 0 0
1221705 0 0 0 0 0
1221752 0 0 0 0 0
1221759 0 0 0 0 0
1221766 0 0 0 0 0
1223626 0 0 0 0 0
1223667 0 0 0 0 0
1223691 0 0 0 0 0
1223795 0 0 0 0 0
1223860 0 0 0 0 0
1224779 0 0 0 0 0
1224818 0 0 0 0 0
1224819 0 0 0 0 0
1224911 0 0 0 0 0
1224913 0 0 0 0 0
1225015 0 0 0 0 0
1226053 0 0 0 0 0
1226055 0 0 0 0 0
1226128 0 0 0 0 0
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1227139 0 0 0 0 0
1228021 0 0 0 0 0
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1228230 0 0 0 0 0
1228231 0 0 0 0 0
1228234 0 0 0 0 0
1228268 0 0 0 0 0
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1231504 0 0 0 0 0
1231524 0 0 0 0 0
1231527 0 0 0 0 0
1231622 0 0 0 0 0
1231673 0 0 0 0 0
1231686 0 0 0 0 0
1232743 0 0 0 0 0
1232922 0 0 0 0 0
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1232956 0 0 0 0 0
1232974 0 0 0 0 0
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1234037 0 0 0 0 0
1234595 0 0 0 0 0
1234752 0 0 0 0 0
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1236036 0 0 0 0 0
1236042 0 0 0 0 0
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1236145 0 0 0 0 0
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1239040 0 0 0 0 0
1239163 0 0 0 0 0
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1240349 0 0 0 0 0
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1240501 0 0 0 0 0
1240518 0 0 0 0 0
1242538 0 0 0 0 0
1242627 0 0 0 0 0
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1242711 0 0 0 0 0
1242730 0 0 0 0 0
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1243716 0 0 0 0 0
1243749 0 0 0 0 0
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1243865 0 0 0 0 0
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1246912 0 0 0 0 0
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1250109 0 0 0 0 0
1250162 0 0 0 0 0
1250204 0 0 0 0 0
1250231 0 0 0 0 0
1250318 0 0 0 0 0
1250364 0 0 0 0 0
1250378 0 0 0 0 0
1250414 0 0 0 0 0
1250440 0 0 0 0 0
1251428 0 0 0 0 0
1251451 0 0 0 0 0
1251466 0 0 0 0 0
1251467 0 0 0 0 0
1252226 0 0 0 0 0
1252405 0 0 0 0 0
1252422 0 0 0 0 0
1252498 0 0 0 0 0
1253302 0 0 0 0 0
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Down/Up Ratio Average Packet Size Fwd Segment Size Avg \
12824 0 0 0
12827 1 0 0
14192 1 0 0
40707 0 0 0
52456 0 0 0
56603 1 0 0
76549 1 0 0
76773 0 0 0
225846 1 0 0
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309522 1 0 0
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351703 1 0 0
351960 1 0 0
381594 0 0 0
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391642 0 0 0
397833 1 0 0
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411233 0 0 0
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449922 1 0 0
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477735 0 0 0
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496563 0 0 0
506646 1 0 0
514627 0 0 0
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2134711 1 0 0
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2152501 0 0 0
2159090 1 0 0
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2234162 1 0 0
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12827 0 0 0
14192 0 0 0
40707 0 0 0
52456 0 0 0
56603 0 0 0
76549 0 0 0
76773 0 0 0
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685788 0 0 0
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688499 0 0 0
689428 0 0 0
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690552 0 0 0
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1446538 0 0 0
1448876 0 0 0
1458857 0 0 0
1460257 0 0 0
1462659 0 0 0
1468859 0 0 0
1469038 0 0 0
1477439 0 0 0
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1533535 0 0 0
1533935 0 0 0
1535113 0 0 0
1548601 0 0 0
1552179 0 0 0
1564163 0 0 0
1576055 0 0 0
1578301 0 0 0
1580779 0 0 0
1592484 0 0 0
1619466 0 0 0
1624498 0 0 0
1639717 0 0 0
1655877 0 0 0
1672439 0 0 0
1695785 0 0 0
1723268 0 0 0
1747329 0 0 0
1764788 0 0 0
1780582 0 0 0
1805118 0 0 0
1841239 0 0 0
1861103 0 0 0
1877709 0 0 0
1879761 0 0 0
1885581 0 0 0
1890730 0 0 0
1891053 0 0 0
1891535 0 0 0
1894477 0 0 0
1902140 0 0 0
1904679 0 0 0
1910651 0 0 0
1981605 0 0 0
1984089 0 0 0
2006747 0 0 0
2023188 0 0 0
2032557 0 0 0
2079067 0 0 0
2093986 0 0 0
2096144 0 0 0
2096875 0 0 0
2100752 0 0 0
2105080 0 0 0
2117819 0 0 0
2118347 0 0 0
2123359 0 0 0
2124424 0 0 0
2134711 0 0 0
2142927 0 0 0
2145249 0 0 0
2149951 0 0 0
2152501 0 0 0
2159090 0 0 0
2176176 0 0 0
2189632 0 0 0
2215003 0 0 0
2234162 0 0 0
2245690 0 0 0
2247029 0 0 0
2248058 0 0 0
2255015 0 0 0
2257579 0 0 0
2268924 0 0 0
2269769 0 0 0
2273325 0 0 0
2278456 0 0 0
2287980 0 0 0
2301997 0 0 0
2303025 0 0 0
2315475 0 0 0
2346429 0 0 0
2347955 0 0 0
2357478 0 0 0
2383770 0 0 0
2387858 0 0 0
2395527 0 0 0
2400069 0 0 0
2410683 0 0 0
2415666 0 0 0
2418367 0 0 0
2431627 0 0 0
2438535 0 0 0
2448540 0 0 0
2454149 0 0 0
2485204 0 0 0
2485646 0 0 0
2486017 0 0 0
2490550 0 0 0
2491241 0 0 0
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2593868 0 0 0
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2611795 0 0 0
2619738 0 0 0
2620046 0 0 0
2814727 0 0 0
Fwd Bulk Rate Avg Bwd Bytes/Bulk Avg Bwd Packet/Bulk Avg \
12824 0 0 0
12827 0 0 0
14192 0 0 0
40707 0 0 0
52456 0 0 0
56603 0 0 0
76549 0 0 0
76773 0 0 0
225846 0 0 0
237968 0 0 0
238016 0 0 0
239586 0 0 0
253214 0 0 0
259076 0 0 0
259682 0 0 0
292491 0 0 0
295320 0 0 0
309522 0 0 0
317024 0 0 0
330632 0 0 0
340390 0 0 0
351703 0 0 0
351960 0 0 0
381594 0 0 0
388752 0 0 0
391642 0 0 0
397833 0 0 0
400275 0 0 0
411233 0 0 0
413228 0 0 0
423744 0 0 0
424662 0 0 0
432141 0 0 0
449922 0 0 0
454811 0 0 0
467666 0 0 0
477735 0 0 0
480623 0 0 0
483208 0 0 0
491375 0 0 0
492936 0 0 0
493717 0 0 0
496563 0 0 0
506646 0 0 0
514627 0 0 0
520541 0 0 0
527650 0 0 0
544591 0 0 0
564174 0 0 0
577116 0 0 0
579774 0 0 0
583115 0 0 0
583236 0 0 0
586992 0 0 0
588220 0 0 0
588675 0 0 0
588816 0 0 0
592109 0 0 0
615709 0 0 0
621691 0 0 0
628611 0 0 0
637234 0 0 0
646039 0 0 0
647957 0 0 0
647994 0 0 0
648003 0 0 0
648063 0 0 0
649296 0 0 0
650145 0 0 0
650337 0 0 0
651249 0 0 0
651439 0 0 0
653257 0 0 0
662090 0 0 0
662309 0 0 0
668666 0 0 0
670391 0 0 0
678340 0 0 0
678445 0 0 0
679313 0 0 0
679570 0 0 0
679939 0 0 0
681009 0 0 0
685788 0 0 0
687794 0 0 0
688499 0 0 0
689428 0 0 0
689893 0 0 0
690552 0 0 0
693439 0 0 0
694541 0 0 0
694804 0 0 0
695695 0 0 0
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1390382 0 0 0
1390418 0 0 0
1390549 0 0 0
1391277 0 0 0
1391280 0 0 0
1391386 0 0 0
1391477 0 0 0
1391530 0 0 0
1392519 0 0 0
1392552 0 0 0
1392716 0 0 0
1392736 0 0 0
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1393882 0 0 0
1394765 0 0 0
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1395821 0 0 0
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1395850 0 0 0
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1395951 0 0 0
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1396017 0 0 0
1396019 0 0 0
1396095 0 0 0
1396112 0 0 0
1396120 0 0 0
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1397668 0 0 0
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1406217 0 0 0
1406589 0 0 0
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1406725 0 0 0
1406742 0 0 0
1406769 0 0 0
1406814 0 0 0
1406835 0 0 0
1406838 0 0 0
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1407752 0 0 0
1407856 0 0 0
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1407935 0 0 0
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1407960 0 0 0
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1460257 0 0 0
1462659 0 0 0
1468859 0 0 0
1469038 0 0 0
1477439 0 0 0
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1548601 0 0 0
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1564163 0 0 0
1576055 0 0 0
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1592484 0 0 0
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1639717 0 0 0
1655877 0 0 0
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1723268 0 0 0
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1764788 0 0 0
1780582 0 0 0
1805118 0 0 0
1841239 0 0 0
1861103 0 0 0
1877709 0 0 0
1879761 0 0 0
1885581 0 0 0
1890730 0 0 0
1891053 0 0 0
1891535 0 0 0
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1902140 0 0 0
1904679 0 0 0
1910651 0 0 0
1981605 0 0 0
1984089 0 0 0
2006747 0 0 0
2023188 0 0 0
2032557 0 0 0
2079067 0 0 0
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2100752 0 0 0
2105080 0 0 0
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2145249 0 0 0
2149951 0 0 0
2152501 0 0 0
2159090 0 0 0
2176176 0 0 0
2189632 0 0 0
2215003 0 0 0
2234162 0 0 0
2245690 0 0 0
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2269769 0 0 0
2273325 0 0 0
2278456 0 0 0
2287980 0 0 0
2301997 0 0 0
2303025 0 0 0
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2814727 0 0 0
Bwd Bulk Rate Avg Subflow Fwd Packets Subflow Fwd Bytes \
12824 0 2 0
12827 0 1 0
14192 0 1 0
40707 0 2 0
52456 0 2 0
56603 0 1 0
76549 0 1 0
76773 0 2 0
225846 0 1 0
237968 0 2 0
238016 0 1 0
239586 0 1 0
253214 0 1 0
259076 0 2 0
259682 0 1 0
292491 0 1 0
295320 0 1 0
309522 0 1 0
317024 0 2 0
330632 0 1 0
340390 0 2 0
351703 0 1 0
351960 0 1 0
381594 0 2 0
388752 0 1 0
391642 0 2 0
397833 0 1 0
400275 0 2 0
411233 0 2 0
413228 0 1 0
423744 0 1 0
424662 0 2 0
432141 0 1 0
449922 0 1 0
454811 0 2 0
467666 0 2 0
477735 0 2 0
480623 0 1 0
483208 0 1 0
491375 0 2 0
492936 0 2 0
493717 0 2 0
496563 0 2 0
506646 0 1 0
514627 0 2 0
520541 0 2 0
527650 0 2 0
544591 0 1 0
564174 0 1 0
577116 0 2 0
579774 0 2 0
583115 0 1 0
583236 0 2 0
586992 0 2 0
588220 0 1 0
588675 0 1 0
588816 0 1 0
592109 0 2 0
615709 0 2 0
621691 0 1 0
628611 0 2 0
637234 0 1 0
646039 0 1 0
647957 0 1 0
647994 0 2 0
648003 0 2 0
648063 0 1 0
649296 0 1 0
650145 0 2 0
650337 0 2 0
651249 0 2 0
651439 0 1 0
653257 0 1 0
662090 0 1 0
662309 0 2 0
668666 0 1 0
670391 0 2 0
678340 0 1 0
678445 0 1 0
679313 0 1 0
679570 0 2 0
679939 0 1 0
681009 0 2 0
685788 0 1 0
687794 0 1 0
688499 0 1 0
689428 0 1 0
689893 0 1 0
690552 0 1 0
693439 0 2 0
694541 0 2 0
694804 0 2 0
695695 0 1 0
704551 0 2 0
704769 0 1 0
705468 0 2 0
712305 0 1 0
713713 0 2 0
718719 0 2 0
722956 0 2 0
725186 0 1 0
727825 0 2 0
728018 0 2 0
731161 0 2 0
732485 0 2 0
734079 0 2 0
734395 0 2 0
735584 0 1 0
739758 0 1 0
740221 0 2 0
741367 0 2 0
744314 0 1 0
744387 0 1 0
751264 0 2 0
753547 0 2 0
757444 0 2 0
760030 0 2 0
762001 0 1 0
764829 0 1 0
765480 0 2 0
772050 0 2 0
772343 0 1 0
772344 0 1 0
773726 0 1 0
780180 0 1 0
781171 0 2 0
784586 0 2 0
791400 0 2 0
791853 0 1 0
791872 0 1 0
795384 0 1 0
795797 0 1 0
803236 0 2 0
805265 0 2 0
808935 0 2 0
809018 0 1 0
809431 0 1 0
815492 0 1 0
820993 0 2 0
824382 0 2 0
834088 0 2 0
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837476 0 2 0
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840002 0 1 0
841716 0 1 0
841977 0 1 0
843735 0 1 0
847806 0 1 0
849299 0 1 0
850930 0 1 0
858759 0 2 0
860763 0 1 0
861220 0 1 0
867704 0 1 0
869775 0 2 0
869950 0 2 0
870078 0 2 0
870720 0 1 0
871839 0 2 0
871843 0 1 0
883298 0 1 0
884869 0 1 0
885820 0 1 0
891777 0 2 0
896071 0 1 0
896603 0 1 0
897460 0 2 0
897899 0 1 0
899792 0 2 0
899832 0 2 0
902393 0 2 0
912689 0 2 0
914356 0 2 0
918579 0 1 0
918622 0 2 0
920456 0 1 0
921403 0 2 0
921809 0 1 0
924473 0 1 0
927107 0 1 0
927666 0 2 0
927743 0 2 0
929025 0 2 0
936691 0 2 0
937383 0 2 0
940949 0 2 0
943648 0 2 0
945085 0 2 0
950002 0 2 0
951986 0 2 0
954590 0 1 0
956532 0 2 0
958822 0 1 0
958902 0 2 0
964718 0 2 0
964879 0 1 0
969462 0 2 0
973079 0 2 0
976160 0 1 0
977296 0 1 0
978781 0 1 0
979327 0 2 0
984455 0 1 0
985808 0 2 0
987660 0 1 0
987712 0 2 0
988293 0 2 0
989837 0 1 0
992059 0 2 0
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992992 0 2 0
994811 0 1 0
995997 0 1 0
997057 0 2 0
997896 0 1 0
998138 0 2 0
998479 0 1 0
1001638 0 2 0
1001699 0 1 0
1004877 0 2 0
1008766 0 2 0
1011823 0 1 0
1011954 0 2 0
1014041 0 2 0
1015724 0 2 0
1016680 0 1 0
1017764 0 2 0
1019100 0 2 0
1022338 0 2 0
1023701 0 2 0
1023714 0 2 0
1024229 0 2 0
1024268 0 2 0
1027275 0 2 0
1029044 0 2 0
1029630 0 2 0
1031364 0 2 0
1037377 0 2 0
1038117 0 2 0
1041619 0 1 0
1045501 0 2 0
1052216 0 2 0
1053249 0 2 0
1054508 0 2 0
1054673 0 1 0
1055843 0 1 0
1062084 0 1 0
1062094 0 2 0
1068576 0 2 0
1069510 0 2 0
1070538 0 2 0
1070577 0 2 0
1075162 0 2 0
1075549 0 1 0
1078336 0 1 0
1080515 0 2 0
1083129 0 1 0
1083494 0 2 0
1084092 0 1 0
1086245 0 1 0
1087496 0 1 0
1088225 0 2 0
1098882 0 2 0
1099609 0 1 0
1102157 0 1 0
1102328 0 2 0
1108538 0 2 0
1127734 0 2 0
1127735 0 2 0
1135687 0 2 0
1138274 0 1 0
1152443 0 2 0
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1161169 0 2 0
1168650 0 2 0
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1168904 0 2 0
1169087 0 2 0
1169311 0 2 0
1169349 0 2 0
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1174738 0 2 0
1175274 0 2 0
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1177102 0 2 0
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1178806 0 2 0
1178830 0 2 0
1178868 0 2 0
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1180873 0 2 0
1180974 0 2 0
1181470 0 2 0
1181585 0 2 0
1181644 0 2 0
1181987 0 2 0
1182007 0 2 0
1182019 0 2 0
1182143 0 2 0
1182266 0 2 0
1182312 0 2 0
1182430 0 2 0
1182529 0 2 0
1182682 0 2 0
1182705 0 2 0
1183975 0 2 0
1184163 0 2 0
1184723 0 2 0
1184798 0 2 0
1187148 0 2 0
1187152 0 2 0
1187586 0 2 0
1187972 0 2 0
1188220 0 2 0
1189674 0 2 0
1189789 0 2 0
1189961 0 2 0
1190320 0 2 0
1191549 0 2 0
1193347 0 2 0
1193372 0 2 0
1193415 0 2 0
1193520 0 2 0
1193644 0 2 0
1193787 0 2 0
1194001 0 2 0
1195093 0 2 0
1195153 0 2 0
1195435 0 2 0
1195780 0 2 0
1198458 0 2 0
1198568 0 2 0
1198696 0 2 0
1201035 0 2 0
1201698 0 2 0
1201725 0 2 0
1203115 0 2 0
1203226 0 2 0
1203256 0 2 0
1203269 0 2 0
1203296 0 2 0
1204454 0 2 0
1204467 0 2 0
1205230 0 2 0
1205478 0 2 0
1206523 0 2 0
1206572 0 2 0
1206645 0 2 0
1207821 0 2 0
1208808 0 2 0
1208824 0 2 0
1208848 0 2 0
1209002 0 2 0
1209052 0 2 0
1209058 0 2 0
1209103 0 2 0
1209108 0 2 0
1210129 0 2 0
1210196 0 2 0
1210212 0 2 0
1210293 0 2 0
1210340 0 2 0
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1234037 0 2 0
1234595 0 2 0
1234752 0 2 0
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1234859 0 2 0
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1236036 0 2 0
1236042 0 2 0
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1236145 0 2 0
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1238044 0 2 0
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1238180 0 2 0
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1238277 0 2 0
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1250109 0 2 0
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1251428 0 2 0
1251451 0 2 0
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1252226 0 2 0
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1257114 0 2 0
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1257342 0 2 0
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1312346 0 2 0
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Subflow Bwd Packets Subflow Bwd Bytes FWD Init Win Bytes \
12824 0 0 65535
12827 1 0 227
14192 1 0 227
40707 0 0 65535
52456 0 0 229
56603 1 0 408
76549 1 0 227
76773 0 0 126
225846 1 0 5438
237968 0 0 357
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309522 1 0 317
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381594 0 0 349
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391642 0 0 65535
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454811 0 0 742
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544591 1 0 65535
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588675 1 0 227
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621691 1 0 229
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871843 1 0 227
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891777 0 0 360
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897899 1 0 256
899792 0 0 357
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In [19]:
df1.shape
Out[19]:
(1358, 81)
In [20]:
df = df.replace([np.inf, -np.inf], np.nan)
In [21]:
# Remove NaNs
#df.apply(lambda x: pd.to_numeric(x, errors='coerce'))
In [22]:
df.isnull().sum().sum()
Out[22]:
1358
In [23]:
df.dropna(how='any', inplace=True)
In [24]:
df = df[~df['Flow Packets/s'].str.contains("Infinity")]
In [25]:
df = df[~df['Flow Bytes/s'].str.contains("NaN")]
In [26]:
# Convert Obj to int or float
df = df.convert_dtypes()
In [27]:
df.isnull().sum().sum()
Out[27]:
0
Begin training test¶
In [28]:
# Assign x,y
X = df.iloc[:, :-1].values
y = df.iloc[:, -1].values
In [29]:
y=y.astype('int')
In [30]:
# Splitting the dataset into the Training set and Test set
from sklearn.model_selection import train_test_split
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.25, random_state = 0)
In [31]:
# Feature Scaling (complained that features were too large)
from sklearn.preprocessing import StandardScaler
sc = StandardScaler()
X_train = sc.fit_transform(X_train)
X_test = sc.transform(X_test)
In [32]:
# Fitting Random Forest Classification to the Training set
from sklearn.ensemble import RandomForestClassifier
classifier = RandomForestClassifier(n_estimators = 10, criterion = 'entropy', random_state = 0, max_depth = 15, verbose=1)
classifier.fit(X_train, y_train)
[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers. [Parallel(n_jobs=1)]: Done 10 out of 10 | elapsed: 41.4s finished
Out[32]:
RandomForestClassifier(criterion='entropy', max_depth=15, n_estimators=10,
random_state=0, verbose=1)
In [33]:
# Predicting the Test set results
y_pred = classifier.predict(X_test)
[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers. [Parallel(n_jobs=1)]: Done 10 out of 10 | elapsed: 0.5s finished
In [34]:
classifier.score(X_test, y_test)
[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers. [Parallel(n_jobs=1)]: Done 10 out of 10 | elapsed: 0.5s finished
Out[34]:
0.9997595368396635
In [35]:
from matplotlib import pyplot
importance = classifier.feature_importances_
for i,v in enumerate(importance):
print('Feature: %0d, Score: %.5f' % (i,v))
pyplot.bar([x for x in range(len(importance))], importance)
pyplot.show()
Feature: 0, Score: 0.02925 Feature: 1, Score: 0.05697 Feature: 2, Score: 0.01640 Feature: 3, Score: 0.07393 Feature: 4, Score: 0.00183 Feature: 5, Score: 0.00402 Feature: 6, Score: 0.00180 Feature: 7, Score: 0.01671 Feature: 8, Score: 0.00914 Feature: 9, Score: 0.00269 Feature: 10, Score: 0.00076 Feature: 11, Score: 0.02320 Feature: 12, Score: 0.00155 Feature: 13, Score: 0.01416 Feature: 14, Score: 0.02625 Feature: 15, Score: 0.08841 Feature: 16, Score: 0.01207 Feature: 17, Score: 0.00272 Feature: 18, Score: 0.00213 Feature: 19, Score: 0.01294 Feature: 20, Score: 0.00261 Feature: 21, Score: 0.00330 Feature: 22, Score: 0.00643 Feature: 23, Score: 0.00239 Feature: 24, Score: 0.00842 Feature: 25, Score: 0.03824 Feature: 26, Score: 0.00953 Feature: 27, Score: 0.00854 Feature: 28, Score: 0.00173 Feature: 29, Score: 0.00130 Feature: 30, Score: 0.00174 Feature: 31, Score: 0.00363 Feature: 32, Score: 0.00068 Feature: 33, Score: 0.00143 Feature: 34, Score: 0.00000 Feature: 35, Score: 0.00000 Feature: 36, Score: 0.00000 Feature: 37, Score: 0.02192 Feature: 38, Score: 0.01627 Feature: 39, Score: 0.00288 Feature: 40, Score: 0.01145 Feature: 41, Score: 0.00172 Feature: 42, Score: 0.04352 Feature: 43, Score: 0.02144 Feature: 44, Score: 0.01480 Feature: 45, Score: 0.01050 Feature: 46, Score: 0.00125 Feature: 47, Score: 0.00042 Feature: 48, Score: 0.00000 Feature: 49, Score: 0.00279 Feature: 50, Score: 0.00285 Feature: 51, Score: 0.00938 Feature: 52, Score: 0.00000 Feature: 53, Score: 0.00000 Feature: 54, Score: 0.00739 Feature: 55, Score: 0.08744 Feature: 56, Score: 0.04174 Feature: 57, Score: 0.07268 Feature: 58, Score: 0.00000 Feature: 59, Score: 0.00000 Feature: 60, Score: 0.00000 Feature: 61, Score: 0.00000 Feature: 62, Score: 0.00000 Feature: 63, Score: 0.00000 Feature: 64, Score: 0.00329 Feature: 65, Score: 0.02293 Feature: 66, Score: 0.01634 Feature: 67, Score: 0.04422 Feature: 68, Score: 0.00727 Feature: 69, Score: 0.02130 Feature: 70, Score: 0.00810 Feature: 71, Score: 0.00912 Feature: 72, Score: 0.00051 Feature: 73, Score: 0.00036 Feature: 74, Score: 0.00309 Feature: 75, Score: 0.00025 Feature: 76, Score: 0.00084 Feature: 77, Score: 0.00015 Feature: 78, Score: 0.00227 Feature: 79, Score: 0.00266
Save to disk¶
In [36]:
df.to_csv('/home/z/Python/CiscoAML/cicids-queen-072020.csv', encoding='utf-8', index=False)
In [37]:
print("--- %s seconds ---" % (time.time() - start_time))
--- 307.4045822620392 seconds ---